In [1]:
import gluonts
import mxnet

print(gluonts.__version__)
print(mxnet.__version__)
0.4.2
1.4.1
In [6]:
# standard imports
import numpy as np
import pandas as pd

# Vis
%matplotlib inline
import matplotlib.pyplot as plt
from pprint import pprint

# mxnet
import mxnet as mx

# gluonts
from gluonts.dataset.util import to_pandas

# imports from utility function
import utils_gluonts10 as utils
from utils_gluonts10 import get_dataset, dataset_recipes
In [3]:
print(f"Available datasets: {list(dataset_recipes.keys())}")
Available datasets: ['m4_daily', 'm4_daily_domain', 'm4_hourly', 'm4_monthly', 'm4_monthly_atm', 'm4_monthly_dates', 'm4_monthly_demographic', 'm4_monthly_domain', 'm4_monthly_finance', 'm4_monthly_industry', 'm4_monthly_macro', 'm4_monthly_micro', 'm4_monthly_other', 'm4_quarterly', 'm4_quarterly_atm', 'm4_quarterly_dates', 'm4_quarterly_demographic', 'm4_quarterly_domain', 'm4_quarterly_finance', 'm4_quarterly_industry', 'm4_quarterly_macro', 'm4_quarterly_micro', 'm4_quarterly_other', 'm4_weekly', 'm4_weekly_domain', 'my_weekly_tm', 'm4_yearly', 'm4_yearly_demographic', 'm4_yearly_domain', 'm4_yearly_finance', 'm4_yearly_industry', 'm4_yearly_macro', 'm4_yearly_micro', 'm4_yearly_other']
In [4]:
dataname = "m4_monthly_domain"
dataset = utils.get_dataset(dataname, regenerate=False)
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain.
In [4]:
dataname = "m4_daily_domain"
dataset = utils.get_dataset(dataname, regenerate=False)
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain.
In [5]:
# get the first time series in the training set
train_entry = next(iter(dataset.train))
test_entry = next(iter(dataset.test))

# check keys
print(train_entry.keys())
print(test_entry.keys())
dict_keys(['start', 'target', 'feat_static_cat', 'source'])
dict_keys(['start', 'target', 'feat_static_cat', 'source'])
In [6]:
train_entry
Out[6]:
{'start': Timestamp('1750-01-31 00:00:00', freq='M'),
 'target': array([ 8000.,  8350.,  8570.,  7700.,  7080.,  6520.,  6070.,  6650.,
         6830.,  5710.,  5260.,  5470.,  7870.,  7360.,  8470.,  7880.,
         6750.,  6860.,  6220.,  6650.,  5450.,  5280.,  4970.,  5550.,
         7750.,  7760.,  7190.,  7440.,  6590.,  6210.,  6010.,  6390.,
         5780.,  5700.,  4680.,  4970.,  6850.,  6740.,  7490.,  6250.,
         6900.,  5870.,  5610.,  6310.,  6110.,  6090.,  5810.,  6060.,
         6950.,  7820.,  8270.,  7840.,  7850.,  6710.,  6220.,  7430.,
         6560.,  7080.,  6680.,  6900.,  8680.,  8450.,  8670.,  8470.,
         7910.,  8140.,  7310.,  7860.,  7730.,  7330.,  7430.,  7150.,
         8720.,  8340.,  8840.,  8780.,  8250.,  8180.,  7570.,  9280.,
         9220.,  9140.,  8950.,  8540.,  9360.,  9750.,  9270.,  8690.,
         8200.,  7610.,  7160.,  8280.,  7370.,  7130.,  6840.,  7260.,
         7430.,  7950.,  7790.,  8090.,  7480.,  6700.,  6650.,  6960.,
         6410.,  6310.,  5930.,  5980.,  6730.,  7410.,  7200.,  6960.,
         6780.,  5720.,  6040.,  5990.,  6210.,  6460.,  5490.,  5790.,
         6350.,  6230.,  5940.,  6400.,  6610.,  5840.,  5350.,  6160.,
         6260.,  5760.,  5450.,  5350.,  6230.,  6520.,  7230.,  6500.,
         6230.,  5960.,  4970.,  5350.,  4840.,  4710.,  4670.,  4670.,
         5190.,  5800.,  6120.,  5140.,  4670.,  4190.,  4430.,  4840.,
         4660.,  4350.,  4390.,  4790.,  5510.,  5760.,  5780.,  5470.,
         5020.,  4770.,  4330.,  4330.,  4270.,  3820.,  3550.,  4390.,
         5760.,  6030.,  6140.,  5830.,  5420.,  5160.,  4620.,  5420.,
         5600.,  5920.,  5190.,  5640.,  5700.,  6110.,  7290.,  7260.,
         7040.,  6100.,  6110.,  7090.,  7070.,  6150.,  5630.,  6210.,
         7250.,  7480.,  7580.,  7610.,  5970.,  7100.,  6100.,  7040.,
         7060.,  6270.,  5670.,  5600.,  7190.,  7590.,  7310.,  5950.,
         6220.,  5680.,  5450.,  7160.,  6110.,  6940.,  5660.,  5770.,
         8050.,  7450.,  8190.,  6590.,  5920.,  4620.,  5320.,  6060.,
         5300.,  5020.,  5010.,  4640.,  6980.,  6090.,  7000.,  5370.,
         5230.,  5140.,  4570.,  5360.,  5300.,  4640.,  4740.,  5250.,
         6350.,  6860.,  6360.,  5660.,  5270.,  4910.,  5160.,  5620.,
         5180.,  4680.,  3860.,  3890.,  6340.,  6210.,  6100.,  4980.,
         4260.,  3910.,  3550.,  4680.,  4120.,  4740.,  3100.,  3810.,
         4710.,  5700.,  5040.,  4490.,  3930.,  3500.,  3320.,  4400.,
         4190.,  3670.,  3780.,  4330.,  5430.,  5610.,  5020.,  4090.,
         3680.,  3290.,  3360.,  4300.,  4090.,  3110.,  2690.,  3700.,
         6030.,  5450.,  5830.,  4080.,  3910.,  3840.,  3650.,  4630.,
         2980.,  3550.,  3690.,  3610.,  5250.,  5480.,  5400.,  4380.,
         4290.,  4200.,  4190.,  4860.,  5080.,  4770.,  4470.,  4840.,
         5610.,  6450.,  5960.,  5300.,  4990.,  4680.,  4460.,  5710.,
         4830.,  5260.,  4400.,  4780.,  7040.,  7490.,  7450.,  5560.,
         5000.,  5420.,  5160.,  5110.,  4900.,  5300.,  4330.,  4680.,
         5800.,  7410.,  6760.,  5680.,  5610.,  5140.,  4990.,  5550.,
         4720.,  4680.,  4780.,  4530.,  6810.,  6830.,  6640.,  5680.,
         5020.,  4940.,  3930.,  4570.,  4720.,  4610.,  4140.,  4290.,
         5780.,  6590.,  5950.,  3960.,  4240.,  4000.,  3950.,  4760.,
         4050.,  4190.,  4080.,  4280.,  5720.,  7040.,  6950.,  5250.,
         4920.,  4820.,  4510.,  4710.,  3720.,  4250.,  3730.,  4610.,
         6540.,  7700.,  7210.,  5730.,  5520.,  5270.,  5110.,  6520.,
         5630.,  5980.,  5750.,  7020.,  9910., 11290., 11180.,  9280.,
         7850.,  7480.,  7970.,  9480.,  8800.,  8810.,  7690.,  7710.,
         9660., 11870., 12920., 10890.,  9500.,  9490.,  9500., 10880.,
         9270.,  8880.,  7780.,  8360., 12320., 13490., 12710., 10130.,
         9240.,  9640.,  8920.,  8900.,  8480.,  7870.,  7860.,  8990.,
        10790., 11820., 10590.,  9430.,  9070.,  8250.,  8740.,  9120.,
         8280.,  7860.,  7150.,  8110., 10860., 10730.,  9610.,  8270.,
         9200.,  6660.,  6270.,  7250.,  6830.,  6810.,  5810.,  6220.,
         7450.,  9370.,  7980.,  6050.,  5640.,  6220.,  5740.,  6040.,
         5130.,  5090.,  5210.,  4910.,  6890.], dtype=float32),
 'feat_static_cat': array([1, 4], dtype=int32),
 'source': SourceContext(source=Span(path=PosixPath('/home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain/train/m4_monthly_domain_train.json'), line=1), row=1)}
In [7]:
dataset.metadata.feat_static_cat
Out[7]:
[CategoricalFeatureInfo(name='series_id', cardinality='48000'),
 CategoricalFeatureInfo(name='domain', cardinality='6')]
In [8]:
[feat_static_cat.cardinality for feat_static_cat in dataset.metadata.feat_static_cat]
Out[8]:
['48000', '6']

Plot Series

In [9]:
test_series = to_pandas(test_entry)
train_series = to_pandas(train_entry)

fig, ax = plt.subplots(2, 1, sharex=True, sharey=True, figsize=(10, 7))

train_series.plot(ax=ax[0])
ax[0].grid(which="both")
ax[0].legend(["train series"], loc="upper left")

test_series.plot(ax=ax[1])
ax[1].axvline(train_series.index[-1], color='r') # end of train dataset
ax[1].grid(which="both")
ax[1].legend(["test series", "end of train series"], loc="upper left")

plt.show()

DeepAR - with 2 static features

In [7]:
# gluonts
from gluonts.trainer import Trainer
from gluonts.evaluation.backtest import make_evaluation_predictions
from gluonts.evaluation import Evaluator

# DeepAREstimator
from gluonts.model.deepar import DeepAREstimator
In [8]:
######################
### deepar wrapper ###
def deepar(data="m4_quarterly", seed=42, epochs=100, batches=50):

    dataset = get_dataset(data, regenerate=False)
    mx.random.seed(seed)
    np.random.seed(seed)

    trainer = Trainer(
        ctx=mx.cpu(0),
        epochs=epochs,
        num_batches_per_epoch=batches,
        learning_rate=1e-3,
    )
    
    estimator = DeepAREstimator(
        trainer=trainer,
        cardinality= [
            feat_static_cat.cardinality 
            for feat_static_cat in dataset.metadata.feat_static_cat
        ],
        context_length=dataset.metadata.prediction_length,
        prediction_length=dataset.metadata.prediction_length,
        freq=dataset.metadata.freq,
        use_feat_static_cat=True
    )

    # predictor = estimator.train(training_data=dataset.train,
    #                             validation_data=dataset.test)
    predictor = estimator.train(training_data=dataset.train)

    forecast_it, ts_it = make_evaluation_predictions(
        dataset.test, predictor=predictor, num_samples=100
    )

    agg_metrics, item_metrics = Evaluator()(
        ts_it, forecast_it, num_series=len(dataset.test)
    )

    metrics = ["MASE", "sMAPE", "MSIS", "wQuantileLoss[0.5]", "wQuantileLoss[0.9]"]
    output = {key: round(value, 8) for key, value in agg_metrics.items() if key in metrics}

    output["seed"] = seed
    output["epochs"] = epochs
    output["num_batches"] = batches

    df = pd.DataFrame([output])

    return df
In [55]:
results = pd.DataFrame()

for i in range(42, 52):
    print("Seed:", i)
    df = deepar(data="m4_weekly_domain", seed=i, epochs=100, batches=100)
    pprint(df)
    results = results.append(df)

results
Seed: 42
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 50091
100%|██████████| 100/100 [00:14<00:00,  7.03it/s, avg_epoch_loss=7.25]
INFO:root:Epoch[0] Elapsed time 14.273 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.249107
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.75it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[1] Elapsed time 12.919 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.842752
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.80it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[2] Elapsed time 12.833 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.715181
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.16it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[3] Elapsed time 13.982 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.516899
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.49it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[4] Elapsed time 15.422 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.379332
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.36it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[5] Elapsed time 15.740 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.363495
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.76it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[6] Elapsed time 14.798 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.340666
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:18<00:00,  5.31it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[7] Elapsed time 18.853 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.358728
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  7.09it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[8] Elapsed time 14.119 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.207453
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.85it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[9] Elapsed time 14.604 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.178603
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.76it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[10] Elapsed time 14.796 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.224422
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.88it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[11] Elapsed time 14.540 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.203879
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.99it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[12] Elapsed time 12.521 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.160480
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.22it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[13] Elapsed time 13.852 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.187716
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.79it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[14] Elapsed time 14.746 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.087890
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.60it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[15] Elapsed time 17.873 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.024035
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.10it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[16] Elapsed time 16.393 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.048660
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:20<00:00,  4.88it/s, avg_epoch_loss=6]
INFO:root:Epoch[17] Elapsed time 20.501 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.997859
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:24<00:00,  4.15it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[18] Elapsed time 24.094 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.019595
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  5.98it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[19] Elapsed time 16.717 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.023633
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.64it/s, avg_epoch_loss=6]  
INFO:root:Epoch[20] Elapsed time 15.064 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.995341
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.70it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[21] Elapsed time 17.553 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.954634
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:18<00:00,  5.47it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[22] Elapsed time 18.277 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.928238
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.87it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[23] Elapsed time 14.564 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.957992
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.34it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[24] Elapsed time 13.628 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.905843
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.64it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[25] Elapsed time 17.733 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.904282
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.67it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[26] Elapsed time 14.995 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.951813
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.42it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[27] Elapsed time 11.885 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.812270
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.18it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[28] Elapsed time 13.934 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.871656
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:18<00:00,  5.35it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[29] Elapsed time 18.691 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.980083
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.25it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[30] Elapsed time 13.806 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.912898
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.53it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[31] Elapsed time 13.291 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.886904
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.55it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[32] Elapsed time 13.246 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.861639
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.23it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[33] Elapsed time 16.055 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.854319
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.36it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[34] Elapsed time 15.739 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.868869
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.41it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[35] Elapsed time 15.612 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.881603
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.78it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[36] Elapsed time 14.751 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.766687
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  5.99it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[37] Elapsed time 16.704 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.821243
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.48it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[38] Elapsed time 15.433 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.897106
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.29it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[39] Elapsed time 13.720 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.811510
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.11it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[40] Elapsed time 16.365 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.773948
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.12it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[41] Elapsed time 16.345 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.833371
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.73it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[42] Elapsed time 14.869 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.867141
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.99it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[43] Elapsed time 14.323 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.827996
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.87it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[44] Elapsed time 14.561 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.824126
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:19<00:00,  5.11it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[45] Elapsed time 19.567 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.786026
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.71it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[46] Elapsed time 14.916 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.890260
INFO:root:Loading parameters from best epoch (36)
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:14<00:00,  6.97it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[47] Elapsed time 14.359 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.810839
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:13<00:00,  7.16it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[48] Elapsed time 13.974 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.820872
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  7.95it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[49] Elapsed time 12.593 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.824766
INFO:root:Epoch[50] Learning rate is 0.0005
100%|██████████| 100/100 [00:11<00:00,  8.47it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[50] Elapsed time 11.819 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.827748
INFO:root:Epoch[51] Learning rate is 0.0005
100%|██████████| 100/100 [00:11<00:00,  8.45it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[51] Elapsed time 11.847 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.764589
INFO:root:Epoch[52] Learning rate is 0.0005
100%|██████████| 100/100 [00:11<00:00,  8.42it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[52] Elapsed time 11.893 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.814014
INFO:root:Epoch[53] Learning rate is 0.0005
100%|██████████| 100/100 [00:17<00:00,  5.69it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[53] Elapsed time 17.582 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.766988
INFO:root:Epoch[54] Learning rate is 0.0005
100%|██████████| 100/100 [00:22<00:00,  4.49it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[54] Elapsed time 22.306 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.775088
INFO:root:Epoch[55] Learning rate is 0.0005
100%|██████████| 100/100 [00:17<00:00,  5.72it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[55] Elapsed time 17.478 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.784022
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:19<00:00,  5.25it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[56] Elapsed time 19.053 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.728665
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:18<00:00,  5.54it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[57] Elapsed time 18.055 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.775182
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:14<00:00,  7.09it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[58] Elapsed time 14.112 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.758327
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:13<00:00,  7.63it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[59] Elapsed time 13.111 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.790253
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:14<00:00,  6.78it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[60] Elapsed time 14.773 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.804112
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:14<00:00,  6.67it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[61] Elapsed time 15.012 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.752842
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:13<00:00,  7.43it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[62] Elapsed time 13.467 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.729819
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:13<00:00,  7.52it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[63] Elapsed time 13.307 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.753187
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  7.82it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[64] Elapsed time 12.793 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.735506
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:13<00:00,  7.43it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[65] Elapsed time 13.469 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.747408
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  7.77it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[66] Elapsed time 12.874 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.766294
INFO:root:Loading parameters from best epoch (56)
INFO:root:Epoch[67] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.32it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[67] Elapsed time 13.661 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.749685
INFO:root:Epoch[68] Learning rate is 0.00025
100%|██████████| 100/100 [00:15<00:00,  6.60it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[68] Elapsed time 15.152 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.714345
INFO:root:Epoch[69] Learning rate is 0.00025
100%|██████████| 100/100 [00:15<00:00,  6.45it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[69] Elapsed time 15.507 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.730658
INFO:root:Epoch[70] Learning rate is 0.00025
100%|██████████| 100/100 [00:21<00:00,  4.62it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[70] Elapsed time 21.656 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.706137
INFO:root:Epoch[71] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.46it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[71] Elapsed time 13.403 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.760926
INFO:root:Epoch[72] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.56it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[72] Elapsed time 13.239 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.694953
INFO:root:Epoch[73] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.40it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[73] Elapsed time 13.523 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.739723
INFO:root:Epoch[74] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.62it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[74] Elapsed time 13.131 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.727140
INFO:root:Epoch[75] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.80it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[75] Elapsed time 12.839 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.697670
INFO:root:Epoch[76] Learning rate is 0.00025
100%|██████████| 100/100 [00:14<00:00,  7.01it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[76] Elapsed time 14.274 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.707641
INFO:root:Epoch[77] Learning rate is 0.00025
100%|██████████| 100/100 [00:19<00:00,  5.15it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[77] Elapsed time 19.439 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.728127
INFO:root:Epoch[78] Learning rate is 0.00025
100%|██████████| 100/100 [00:15<00:00,  6.31it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[78] Elapsed time 15.877 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.731625
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.36it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[79] Elapsed time 13.600 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.755537
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.62it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[80] Elapsed time 13.133 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.691874
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.43it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[81] Elapsed time 13.474 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.729466
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.89it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[82] Elapsed time 12.689 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.708806
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.63it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[83] Elapsed time 13.116 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.713327
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:14<00:00,  7.13it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[84] Elapsed time 14.036 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.756737
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:16<00:00,  6.04it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[85] Elapsed time 16.561 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.769424
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:17<00:00,  5.61it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[86] Elapsed time 17.841 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.687185
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.47it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[87] Elapsed time 13.398 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.766217
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.48it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[88] Elapsed time 13.372 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.738657
INFO:root:Epoch[89] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.78it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[89] Elapsed time 12.863 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.693042
INFO:root:Epoch[90] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.49it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[90] Elapsed time 13.389 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.744011
INFO:root:Epoch[91] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.82it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[91] Elapsed time 12.789 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.742814
INFO:root:Epoch[92] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.64it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[92] Elapsed time 13.098 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.748058
INFO:root:Epoch[93] Learning rate is 0.00025
100%|██████████| 100/100 [00:15<00:00,  6.50it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[93] Elapsed time 15.395 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.721547
INFO:root:Epoch[94] Learning rate is 0.00025
100%|██████████| 100/100 [00:17<00:00,  5.56it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[94] Elapsed time 17.984 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.706495
INFO:root:Epoch[95] Learning rate is 0.00025
100%|██████████| 100/100 [00:14<00:00,  6.81it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[95] Elapsed time 14.683 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.719142
INFO:root:Epoch[96] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.19it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[96] Elapsed time 13.914 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.786443
INFO:root:Loading parameters from best epoch (86)
INFO:root:Epoch[97] Learning rate is 0.000125
100%|██████████| 100/100 [00:14<00:00,  6.95it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[97] Elapsed time 14.394 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.734999
INFO:root:Epoch[98] Learning rate is 0.000125
100%|██████████| 100/100 [00:17<00:00,  5.68it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[98] Elapsed time 17.605 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.678575
INFO:root:Epoch[99] Learning rate is 0.000125
100%|██████████| 100/100 [00:15<00:00,  6.49it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[99] Elapsed time 15.410 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.782970
INFO:root:Loading parameters from best epoch (98)
INFO:root:Final loss: 5.678575348854065 (occurred at epoch 98)
INFO:root:End model training
Running evaluation: 100%|██████████| 359/359 [00:59<00:00,  6.04it/s]
       MASE     sMAPE     MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  2.647697  0.086228  23.8142            0.063018            0.026098    42   

   epochs  num_batches  
0     100          100  
Seed: 43
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 50091
100%|██████████| 100/100 [00:17<00:00,  5.85it/s, avg_epoch_loss=7.35]
INFO:root:Epoch[0] Elapsed time 17.111 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.347654
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.74it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[1] Elapsed time 14.844 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.731935
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.43it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[2] Elapsed time 15.560 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.617084
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.02it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[3] Elapsed time 12.471 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.461895
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.15it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[4] Elapsed time 12.284 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.380369
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.88it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[5] Elapsed time 12.697 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.295830
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.98it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[6] Elapsed time 14.336 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.280856
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.67it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[7] Elapsed time 15.005 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.231450
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.05it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[8] Elapsed time 12.430 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.144503
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.04it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[9] Elapsed time 12.450 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.141036
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.99it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[10] Elapsed time 12.522 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.073321
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.71it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[11] Elapsed time 12.975 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.061243
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.24it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[12] Elapsed time 13.812 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.067653
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.17it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[13] Elapsed time 12.245 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.061106
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.98it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[14] Elapsed time 11.137 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.026192
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.76it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[15] Elapsed time 14.800 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.032031
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.63it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[16] Elapsed time 13.116 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.988484
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.18it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[17] Elapsed time 12.232 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.974599
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.00it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[18] Elapsed time 12.513 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.896357
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.67it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[19] Elapsed time 17.648 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.965498
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.82it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[20] Elapsed time 14.674 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.944594
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.80it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[21] Elapsed time 14.726 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.945270
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.76it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[22] Elapsed time 14.810 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.974634
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  7.02it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[23] Elapsed time 14.252 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.912497
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.08it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[24] Elapsed time 16.451 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.861794
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.93it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[25] Elapsed time 14.951 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.934807
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.17it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[26] Elapsed time 13.963 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.907513
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.82it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[27] Elapsed time 14.668 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.867957
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.43it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[28] Elapsed time 13.472 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.921533
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.36it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[29] Elapsed time 15.719 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.909861
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.50it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[30] Elapsed time 13.342 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.858530
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.34it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[31] Elapsed time 13.628 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.819133
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:21<00:00,  4.73it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[32] Elapsed time 21.137 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.867720
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:21<00:00,  4.58it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[33] Elapsed time 21.824 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.872120
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:18<00:00,  5.54it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[34] Elapsed time 18.049 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.794938
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.62it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[35] Elapsed time 17.788 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.795489
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.64it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[36] Elapsed time 17.750 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.825810
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  7.14it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[37] Elapsed time 14.019 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.795839
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:18<00:00,  5.46it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[38] Elapsed time 19.174 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.824901
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:21<00:00,  4.68it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[39] Elapsed time 21.372 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.828118
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:18<00:00,  5.30it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[40] Elapsed time 18.873 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.793387
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.13it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[41] Elapsed time 16.316 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.801084
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:19<00:00,  5.13it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[42] Elapsed time 19.487 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.820402
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.29it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[43] Elapsed time 15.905 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.760566
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.41it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[44] Elapsed time 11.899 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.844548
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.02it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[45] Elapsed time 16.615 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.797441
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:18<00:00,  5.39it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[46] Elapsed time 18.574 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.787135
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.05it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[47] Elapsed time 12.435 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.789745
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.52it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[48] Elapsed time 13.306 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.775393
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:18<00:00,  5.35it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[49] Elapsed time 18.698 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.804232
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.71it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[50] Elapsed time 17.539 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.806019
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:18<00:00,  5.55it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[51] Elapsed time 18.022 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.780757
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:23<00:00,  4.32it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[52] Elapsed time 23.151 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.704983
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:21<00:00,  4.58it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[53] Elapsed time 21.830 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.789298
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:22<00:00,  4.49it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[54] Elapsed time 22.294 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.731064
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:19<00:00,  5.11it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[55] Elapsed time 19.569 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.746646
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:18<00:00,  5.55it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[56] Elapsed time 18.038 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.792968
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.61it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[57] Elapsed time 17.848 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.720099
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:28<00:00,  3.46it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[58] Elapsed time 28.895 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.712423
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:18<00:00,  5.54it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[59] Elapsed time 18.061 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.780863
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.64it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[60] Elapsed time 17.728 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.758028
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:20<00:00,  4.92it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[61] Elapsed time 20.322 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.764411
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:25<00:00,  3.95it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[62] Elapsed time 25.316 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.774160
INFO:root:Loading parameters from best epoch (52)
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:15<00:00,  6.44it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[63] Elapsed time 15.527 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.732455
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:23<00:00,  4.17it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[64] Elapsed time 23.997 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.750554
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:22<00:00,  4.39it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[65] Elapsed time 22.797 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.709510
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:24<00:00,  4.14it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[66] Elapsed time 24.146 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.701657
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:23<00:00,  4.27it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[67] Elapsed time 23.404 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.728043
INFO:root:Epoch[68] Learning rate is 0.0005
100%|██████████| 100/100 [00:20<00:00,  4.88it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[68] Elapsed time 20.492 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.684217
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:23<00:00,  4.21it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[69] Elapsed time 23.748 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.729334
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:17<00:00,  5.79it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[70] Elapsed time 17.275 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.714271
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:17<00:00,  5.62it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[71] Elapsed time 17.814 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.691805
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:13<00:00,  7.62it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[72] Elapsed time 13.137 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.739076
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:14<00:00,  7.09it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[73] Elapsed time 14.116 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.702046
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  7.94it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[74] Elapsed time 12.600 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.712714
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:18<00:00,  5.44it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[75] Elapsed time 18.394 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.689485
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:16<00:00,  6.21it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[76] Elapsed time 16.111 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.703328
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:20<00:00,  4.90it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[77] Elapsed time 20.434 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.725810
INFO:root:Epoch[78] Learning rate is 0.0005
100%|██████████| 100/100 [00:16<00:00,  5.98it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[78] Elapsed time 16.736 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.699970
INFO:root:Loading parameters from best epoch (68)
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:14<00:00,  6.67it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[79] Elapsed time 15.004 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.719951
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.42it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[80] Elapsed time 13.479 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.706804
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.77it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[81] Elapsed time 12.878 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.688928
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.14it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[82] Elapsed time 12.293 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.720903
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.00it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[83] Elapsed time 12.505 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.664457
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.65it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[84] Elapsed time 13.080 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.731931
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:16<00:00,  6.21it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[85] Elapsed time 16.101 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.672847
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.97it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[86] Elapsed time 12.550 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.715206
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.93it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[87] Elapsed time 12.618 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.719354
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.08it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[88] Elapsed time 12.384 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.669999
INFO:root:Epoch[89] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.75it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[89] Elapsed time 12.906 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.720796
INFO:root:Epoch[90] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.95it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[90] Elapsed time 12.587 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.672302
INFO:root:Epoch[91] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.11it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[91] Elapsed time 12.345 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.680565
INFO:root:Epoch[92] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.00it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[92] Elapsed time 12.509 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.686967
INFO:root:Epoch[93] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.91it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[93] Elapsed time 12.643 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.741807
INFO:root:Loading parameters from best epoch (83)
INFO:root:Epoch[94] Learning rate is 0.000125
100%|██████████| 100/100 [00:15<00:00,  6.26it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[94] Elapsed time 15.984 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.708169
INFO:root:Epoch[95] Learning rate is 0.000125
100%|██████████| 100/100 [00:13<00:00,  7.53it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[95] Elapsed time 13.284 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.712914
INFO:root:Epoch[96] Learning rate is 0.000125
100%|██████████| 100/100 [00:12<00:00,  7.97it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[96] Elapsed time 12.558 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.685020
INFO:root:Epoch[97] Learning rate is 0.000125
100%|██████████| 100/100 [00:12<00:00,  7.96it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[97] Elapsed time 12.573 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.684730
INFO:root:Epoch[98] Learning rate is 0.000125
100%|██████████| 100/100 [00:14<00:00,  6.77it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[98] Elapsed time 14.779 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.662209
INFO:root:Epoch[99] Learning rate is 0.000125
100%|██████████| 100/100 [00:15<00:00,  6.58it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[99] Elapsed time 15.202 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.641445
INFO:root:Loading parameters from best epoch (99)
INFO:root:Final loss: 5.641445364952087 (occurred at epoch 99)
INFO:root:End model training
Running evaluation: 100%|██████████| 359/359 [00:59<00:00,  6.05it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  2.623139  0.078814  25.410871            0.058675            0.027255   

   seed  epochs  num_batches  
0    43     100          100  
Seed: 44
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 50091
100%|██████████| 100/100 [00:14<00:00,  6.87it/s, avg_epoch_loss=7.28]
INFO:root:Epoch[0] Elapsed time 14.564 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.278435
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.60it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[1] Elapsed time 13.165 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.902134
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.18it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[2] Elapsed time 16.214 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.797005
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.05it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[3] Elapsed time 16.537 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.512755
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.39it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[4] Elapsed time 13.531 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.555476
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.98it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[5] Elapsed time 14.328 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.370087
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.57it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[6] Elapsed time 17.965 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.378861
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.54it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[7] Elapsed time 15.290 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.311967
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.52it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[8] Elapsed time 13.306 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.318077
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.33it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[9] Elapsed time 13.658 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.264458
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.73it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[10] Elapsed time 14.861 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.175293
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.48it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[11] Elapsed time 15.435 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.214164
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.54it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[12] Elapsed time 13.274 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.198823
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.45it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[13] Elapsed time 13.431 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.114038
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.86it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[14] Elapsed time 14.586 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.083621
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.04it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[15] Elapsed time 16.564 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.099587
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  7.06it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[16] Elapsed time 14.180 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.051911
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.86it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[17] Elapsed time 14.574 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.068791
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.63it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[18] Elapsed time 15.097 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.032036
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.24it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[19] Elapsed time 13.811 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.050772
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  7.03it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[20] Elapsed time 14.241 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.949346
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.97it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[21] Elapsed time 14.357 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.069761
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.97it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[22] Elapsed time 14.347 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.967436
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:19<00:00,  5.25it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[23] Elapsed time 19.047 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.034423
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.89it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[24] Elapsed time 14.530 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.031520
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.07it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[25] Elapsed time 16.483 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.975747
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.54it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[26] Elapsed time 13.277 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.948499
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.04it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[27] Elapsed time 12.451 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.982403
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.13it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[28] Elapsed time 12.310 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.948564
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.22it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[29] Elapsed time 12.166 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.905848
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.12it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[30] Elapsed time 12.328 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.892720
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.77it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[31] Elapsed time 14.781 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.866374
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.28it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[32] Elapsed time 13.745 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.932907
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.17it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[33] Elapsed time 12.243 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.896114
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.03it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[34] Elapsed time 12.453 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.824284
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.90it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[35] Elapsed time 12.665 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.836489
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.99it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[36] Elapsed time 12.522 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.765837
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.18it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[37] Elapsed time 12.231 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.864322
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.29it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[38] Elapsed time 12.067 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.922741
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.33it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[39] Elapsed time 12.014 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.872650
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.68it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[40] Elapsed time 13.031 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.926454
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.69it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[41] Elapsed time 14.961 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.856195
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.19it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[42] Elapsed time 12.208 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.824968
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.13it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[43] Elapsed time 12.310 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.848198
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.99it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[44] Elapsed time 12.526 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.868041
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.87it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[45] Elapsed time 12.712 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.721685
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.21it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[46] Elapsed time 12.186 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.831795
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.89it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[47] Elapsed time 12.677 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.839875
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.21it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[48] Elapsed time 12.183 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.833498
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.03it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[49] Elapsed time 12.466 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.840456
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.24it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[50] Elapsed time 16.031 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.820081
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.08it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[51] Elapsed time 12.375 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.812981
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.27it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[52] Elapsed time 12.098 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.830238
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.27it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[53] Elapsed time 12.095 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.820234
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.95it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[54] Elapsed time 12.581 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.791481
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.63it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[55] Elapsed time 13.107 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.772748
INFO:root:Loading parameters from best epoch (45)
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  7.85it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[56] Elapsed time 12.746 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.760521
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.28it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[57] Elapsed time 12.091 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.706175
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.32it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[58] Elapsed time 12.020 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.783403
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:14<00:00,  7.11it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[59] Elapsed time 14.065 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.756447
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:13<00:00,  7.28it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[60] Elapsed time 13.734 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.758918
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.30it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[61] Elapsed time 12.062 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.774079
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.09it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[62] Elapsed time 12.364 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.760789
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.25it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[63] Elapsed time 12.132 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.752767
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  7.95it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[64] Elapsed time 12.584 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.787679
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.24it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[65] Elapsed time 12.150 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.754868
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.28it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[66] Elapsed time 12.079 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.774235
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.29it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[67] Elapsed time 12.074 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.771674
INFO:root:Loading parameters from best epoch (57)
INFO:root:Epoch[68] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.91it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[68] Elapsed time 12.645 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.724948
INFO:root:Epoch[69] Learning rate is 0.00025
100%|██████████| 100/100 [00:15<00:00,  6.31it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[69] Elapsed time 15.852 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.735011
INFO:root:Epoch[70] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.16it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[70] Elapsed time 12.261 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.739220
INFO:root:Epoch[71] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.31it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[71] Elapsed time 12.042 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.727085
INFO:root:Epoch[72] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.85it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[72] Elapsed time 12.748 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.698361
INFO:root:Epoch[73] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.95it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[73] Elapsed time 12.583 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.813056
INFO:root:Epoch[74] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.31it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[74] Elapsed time 12.048 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.758513
INFO:root:Epoch[75] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.32it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[75] Elapsed time 12.022 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.714763
INFO:root:Epoch[76] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.31it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[76] Elapsed time 12.046 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.771159
INFO:root:Epoch[77] Learning rate is 0.00025
100%|██████████| 100/100 [00:11<00:00,  8.35it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[77] Elapsed time 11.976 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.746729
INFO:root:Epoch[78] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.71it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[78] Elapsed time 12.979 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.722762
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:14<00:00,  6.87it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[79] Elapsed time 14.562 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.777933
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:08<00:00, 11.44it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[80] Elapsed time 8.747 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.727681
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:11<00:00,  8.38it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[81] Elapsed time 11.934 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.751942
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.29it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[82] Elapsed time 12.073 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.689753
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.07it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[83] Elapsed time 12.395 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.671504
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:11<00:00,  8.35it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[84] Elapsed time 11.990 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.723521
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.97it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[85] Elapsed time 12.561 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.771131
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:11<00:00,  8.44it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[86] Elapsed time 11.851 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.668879
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.31it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[87] Elapsed time 12.040 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.716086
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:14<00:00,  7.02it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[88] Elapsed time 14.255 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.754260
INFO:root:Epoch[89] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.41it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[89] Elapsed time 13.499 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.794677
INFO:root:Epoch[90] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.15it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[90] Elapsed time 12.271 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.703289
INFO:root:Epoch[91] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.26it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[91] Elapsed time 12.106 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.670831
INFO:root:Epoch[92] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.04it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[92] Elapsed time 12.441 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.739083
INFO:root:Epoch[93] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.40it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[93] Elapsed time 13.519 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.736526
INFO:root:Epoch[94] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.76it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[94] Elapsed time 12.894 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.683553
INFO:root:Epoch[95] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.90it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[95] Elapsed time 12.664 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.722380
INFO:root:Epoch[96] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.30it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[96] Elapsed time 12.060 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.677607
INFO:root:Loading parameters from best epoch (86)
INFO:root:Epoch[97] Learning rate is 0.000125
100%|██████████| 100/100 [00:12<00:00,  8.26it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[97] Elapsed time 12.118 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.745804
INFO:root:Epoch[98] Learning rate is 0.000125
100%|██████████| 100/100 [00:15<00:00,  6.38it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[98] Elapsed time 15.691 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.777215
INFO:root:Epoch[99] Learning rate is 0.000125
100%|██████████| 100/100 [00:12<00:00,  8.30it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[99] Elapsed time 12.051 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.677144
INFO:root:Loading parameters from best epoch (86)
INFO:root:Final loss: 5.668879199028015 (occurred at epoch 86)
INFO:root:End model training
Running evaluation: 100%|██████████| 359/359 [00:44<00:00,  7.98it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  2.427714  0.080337  21.225715            0.058028            0.027024   

   seed  epochs  num_batches  
0    44     100          100  
Seed: 45
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 50091
100%|██████████| 100/100 [00:13<00:00,  7.56it/s, avg_epoch_loss=7.61]
INFO:root:Epoch[0] Elapsed time 13.237 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.609840
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.26it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[1] Elapsed time 12.109 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.858014
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.25it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[2] Elapsed time 12.128 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.593339
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.27it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[3] Elapsed time 13.769 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.497214
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  7.06it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[4] Elapsed time 14.167 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.494452
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.33it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[5] Elapsed time 12.017 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.352148
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.32it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[6] Elapsed time 12.032 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.343757
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.30it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[7] Elapsed time 12.061 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.230764
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.07it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[8] Elapsed time 12.391 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.311488
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.40it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[9] Elapsed time 11.915 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.187967
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.45it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[10] Elapsed time 11.838 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.190051
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.39it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[11] Elapsed time 11.924 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.075074
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.28it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[12] Elapsed time 12.091 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.116811
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.78it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[13] Elapsed time 14.764 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.190010
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.98it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[14] Elapsed time 12.546 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.080642
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.99it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[15] Elapsed time 12.525 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.065985
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.07it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[16] Elapsed time 12.393 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.075886
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.24it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[17] Elapsed time 12.150 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.977198
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.02it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[18] Elapsed time 12.474 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.989282
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.82it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[19] Elapsed time 12.798 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.010051
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.28it/s, avg_epoch_loss=6]  
INFO:root:Epoch[20] Elapsed time 12.079 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.004713
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.42it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[21] Elapsed time 11.889 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.971131
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.89it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[22] Elapsed time 12.677 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.945257
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.65it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[23] Elapsed time 15.033 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.966070
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.27it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[24] Elapsed time 12.097 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.951975
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.21it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[25] Elapsed time 12.190 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.906477
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.24it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[26] Elapsed time 12.140 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.909969
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.04it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[27] Elapsed time 12.442 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.850536
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.31it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[28] Elapsed time 12.039 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.893661
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.29it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[29] Elapsed time 12.075 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.889433
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.40it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[30] Elapsed time 11.906 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.875291
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.32it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[31] Elapsed time 12.019 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.930546
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.86it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[32] Elapsed time 14.592 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.859821
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.75it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[33] Elapsed time 12.914 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.883429
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.37it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[34] Elapsed time 11.955 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.827263
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.17it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[35] Elapsed time 12.253 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.894907
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.22it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[36] Elapsed time 12.172 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.827262
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.68it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[37] Elapsed time 17.614 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.828602
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.90it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[38] Elapsed time 12.673 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.810117
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.26it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[39] Elapsed time 12.115 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.813765
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.26it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[40] Elapsed time 12.108 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.825611
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.17it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[41] Elapsed time 13.961 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.834883
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  7.10it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[42] Elapsed time 14.091 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.824495
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.26it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[43] Elapsed time 12.107 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.825909
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.95it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[44] Elapsed time 12.587 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.777936
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.36it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[45] Elapsed time 11.974 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.791160
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.98it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[46] Elapsed time 12.540 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.792652
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.80it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[47] Elapsed time 12.826 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.816433
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.42it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[48] Elapsed time 11.879 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.825511
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.33it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[49] Elapsed time 12.012 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.769838
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.33it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[50] Elapsed time 12.013 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.770219
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.21it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[51] Elapsed time 16.103 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.755259
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.47it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[52] Elapsed time 11.819 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.785146
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.35it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[53] Elapsed time 11.989 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.770157
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.25it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[54] Elapsed time 12.128 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.758878
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.20it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[55] Elapsed time 12.208 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.779719
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.44it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[56] Elapsed time 11.860 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.818865
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.46it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[57] Elapsed time 11.831 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.782190
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.39it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[58] Elapsed time 11.921 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.735485
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.48it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[59] Elapsed time 11.805 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.779243
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.73it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[60] Elapsed time 12.940 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.715761
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.56it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[61] Elapsed time 15.252 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.717579
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.37it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[62] Elapsed time 11.951 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.752965
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.29it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[63] Elapsed time 12.066 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.748536
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.57it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[64] Elapsed time 13.215 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.749073
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.17it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[65] Elapsed time 12.243 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.681038
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.49it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[66] Elapsed time 11.786 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.784107
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.41it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[67] Elapsed time 11.896 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.817876
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.44it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[68] Elapsed time 11.861 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.744913
INFO:root:Epoch[69] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.54it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[69] Elapsed time 11.725 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.731293
INFO:root:Epoch[70] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.68it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[70] Elapsed time 14.979 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.793277
INFO:root:Epoch[71] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.13it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[71] Elapsed time 12.305 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.677782
INFO:root:Epoch[72] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.48it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[72] Elapsed time 11.798 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.724213
INFO:root:Epoch[73] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.94it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[73] Elapsed time 11.190 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.736934
INFO:root:Epoch[74] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.32it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[74] Elapsed time 12.029 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.719512
INFO:root:Epoch[75] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.11it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[75] Elapsed time 12.338 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.758608
INFO:root:Epoch[76] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.61it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[76] Elapsed time 11.614 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.731946
INFO:root:Epoch[77] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.27it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[77] Elapsed time 12.101 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.748406
INFO:root:Epoch[78] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.46it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[78] Elapsed time 11.833 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.745858
INFO:root:Epoch[79] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.38it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[79] Elapsed time 11.936 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.734969
INFO:root:Epoch[80] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.42it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[80] Elapsed time 15.576 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.713830
INFO:root:Epoch[81] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.41it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[81] Elapsed time 11.897 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.769004
INFO:root:Loading parameters from best epoch (71)
INFO:root:Epoch[82] Learning rate is 0.0005
100%|██████████| 100/100 [00:11<00:00,  8.47it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[82] Elapsed time 11.812 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.685074
INFO:root:Epoch[83] Learning rate is 0.0005
100%|██████████| 100/100 [00:11<00:00,  8.34it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[83] Elapsed time 11.997 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.657824
INFO:root:Epoch[84] Learning rate is 0.0005
100%|██████████| 100/100 [00:13<00:00,  7.57it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[84] Elapsed time 13.221 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.638507
INFO:root:Epoch[85] Learning rate is 0.0005
100%|██████████| 100/100 [00:11<00:00,  8.35it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[85] Elapsed time 11.982 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.700734
INFO:root:Epoch[86] Learning rate is 0.0005
100%|██████████| 100/100 [00:11<00:00,  8.41it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[86] Elapsed time 11.900 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.660706
INFO:root:Epoch[87] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.32it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[87] Elapsed time 12.031 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.617697
INFO:root:Epoch[88] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.21it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[88] Elapsed time 12.188 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.672310
INFO:root:Epoch[89] Learning rate is 0.0005
100%|██████████| 100/100 [00:20<00:00,  4.94it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[89] Elapsed time 20.270 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.640475
INFO:root:Epoch[90] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.02it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[90] Elapsed time 12.468 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.685912
INFO:root:Epoch[91] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.24it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[91] Elapsed time 12.144 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.695597
INFO:root:Epoch[92] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.24it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[92] Elapsed time 12.147 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.675143
INFO:root:Epoch[93] Learning rate is 0.0005
100%|██████████| 100/100 [00:13<00:00,  7.60it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[93] Elapsed time 13.172 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.623383
INFO:root:Epoch[94] Learning rate is 0.0005
100%|██████████| 100/100 [00:14<00:00,  6.93it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[94] Elapsed time 14.446 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.686770
INFO:root:Epoch[95] Learning rate is 0.0005
100%|██████████| 100/100 [00:16<00:00,  5.95it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[95] Elapsed time 16.821 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.668519
INFO:root:Epoch[96] Learning rate is 0.0005
100%|██████████| 100/100 [00:14<00:00,  6.68it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[96] Elapsed time 14.987 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.672577
INFO:root:Epoch[97] Learning rate is 0.0005
100%|██████████| 100/100 [00:15<00:00,  6.65it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[97] Elapsed time 15.054 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.718086
INFO:root:Loading parameters from best epoch (87)
INFO:root:Epoch[98] Learning rate is 0.00025
100%|██████████| 100/100 [00:34<00:00,  2.94it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[98] Elapsed time 34.046 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.639162
INFO:root:Epoch[99] Learning rate is 0.00025
100%|██████████| 100/100 [00:15<00:00,  6.46it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[99] Elapsed time 15.487 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.635556
INFO:root:Loading parameters from best epoch (87)
INFO:root:Final loss: 5.617696599960327 (occurred at epoch 87)
INFO:root:End model training
Running evaluation: 100%|██████████| 359/359 [01:13<00:00,  4.91it/s]
       MASE     sMAPE     MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  2.532896  0.082743  22.5323            0.061719            0.027687    45   

   epochs  num_batches  
0     100          100  
Seed: 46
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 50091
100%|██████████| 100/100 [00:26<00:00,  3.81it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[0] Elapsed time 26.285 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.185408
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:21<00:00,  4.69it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[1] Elapsed time 22.016 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.828843
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.85it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[2] Elapsed time 17.090 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.635259
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:19<00:00,  5.18it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[3] Elapsed time 19.327 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.520939
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:21<00:00,  4.64it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[4] Elapsed time 21.564 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.356706
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:49<00:00,  2.01it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[5] Elapsed time 49.845 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.364132
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  5.92it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[6] Elapsed time 16.913 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.271030
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.40it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[7] Elapsed time 15.631 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.243756
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:22<00:00,  4.54it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[8] Elapsed time 22.054 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.273289
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:21<00:00,  4.70it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[9] Elapsed time 21.289 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.221266
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:26<00:00,  3.73it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[10] Elapsed time 26.805 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.183577
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:20<00:00,  4.82it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[11] Elapsed time 20.761 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.123574
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:19<00:00,  5.09it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[12] Elapsed time 19.643 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.167008
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:26<00:00,  3.84it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[13] Elapsed time 26.018 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.100026
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:21<00:00,  4.62it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[14] Elapsed time 21.633 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.116154
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:25<00:00,  3.90it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[15] Elapsed time 25.676 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.077690
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:22<00:00,  4.51it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[16] Elapsed time 22.188 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.038055
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:20<00:00,  4.79it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[17] Elapsed time 20.901 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.046716
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:21<00:00,  4.61it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[18] Elapsed time 21.721 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.027181
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:20<00:00,  4.97it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[19] Elapsed time 20.129 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.030848
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:25<00:00,  3.94it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[20] Elapsed time 25.377 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.978791
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:21<00:00,  4.57it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[21] Elapsed time 21.899 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.990460
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.71it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[22] Elapsed time 17.525 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.951566
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:25<00:00,  3.90it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[23] Elapsed time 25.668 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.930233
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:23<00:00,  4.22it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[24] Elapsed time 23.699 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.014726
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:18<00:00,  5.36it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[25] Elapsed time 18.673 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.916436
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:23<00:00,  4.18it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[26] Elapsed time 23.955 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.909299
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:18<00:00,  5.32it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[27] Elapsed time 18.808 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.887691
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.78it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[28] Elapsed time 17.323 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.964195
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.01it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[29] Elapsed time 16.654 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.899045
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:21<00:00,  4.76it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[30] Elapsed time 21.019 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.887919
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  5.94it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[31] Elapsed time 16.855 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.948024
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.39it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[32] Elapsed time 15.671 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.903812
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.62it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[33] Elapsed time 17.816 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.898289
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.58it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[34] Elapsed time 17.925 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.832411
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.25it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[35] Elapsed time 16.000 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.878035
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.53it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[36] Elapsed time 15.334 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.857788
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:18<00:00,  5.39it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[37] Elapsed time 18.557 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.758439
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.23it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[38] Elapsed time 16.067 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.822589
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:20<00:00,  4.78it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[39] Elapsed time 20.944 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.782406
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:19<00:00,  5.03it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[40] Elapsed time 19.876 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.786877
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  5.96it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[41] Elapsed time 16.777 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.809536
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.43it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[42] Elapsed time 15.557 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.814506
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.33it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[43] Elapsed time 15.796 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.824287
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.16it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[44] Elapsed time 16.229 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.792394
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.38it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[45] Elapsed time 15.682 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.836695
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:18<00:00,  5.42it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[46] Elapsed time 18.470 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.785112
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.08it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[47] Elapsed time 16.455 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.888223
INFO:root:Loading parameters from best epoch (37)
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:18<00:00,  5.39it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[48] Elapsed time 18.560 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.787269
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:18<00:00,  5.31it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[49] Elapsed time 18.851 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.760965
INFO:root:Epoch[50] Learning rate is 0.0005
100%|██████████| 100/100 [00:16<00:00,  5.88it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[50] Elapsed time 17.001 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.777857
INFO:root:Epoch[51] Learning rate is 0.0005
100%|██████████| 100/100 [00:21<00:00,  4.76it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[51] Elapsed time 21.034 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.732333
INFO:root:Epoch[52] Learning rate is 0.0005
100%|██████████| 100/100 [00:14<00:00,  6.75it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[52] Elapsed time 14.823 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.793498
INFO:root:Epoch[53] Learning rate is 0.0005
100%|██████████| 100/100 [00:16<00:00,  6.06it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[53] Elapsed time 16.521 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.791379
INFO:root:Epoch[54] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.00it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[54] Elapsed time 12.500 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.819956
INFO:root:Epoch[55] Learning rate is 0.0005
100%|██████████| 100/100 [00:15<00:00,  6.50it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[55] Elapsed time 15.399 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.792833
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:15<00:00,  6.58it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[56] Elapsed time 15.207 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.749707
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:15<00:00,  6.38it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[57] Elapsed time 15.669 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.717423
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:15<00:00,  6.48it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[58] Elapsed time 15.451 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.757564
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:16<00:00,  6.24it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[59] Elapsed time 16.025 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.787540
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:18<00:00,  5.43it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[60] Elapsed time 18.431 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.749439
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:23<00:00,  4.25it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[61] Elapsed time 23.534 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.746674
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:17<00:00,  5.56it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[62] Elapsed time 17.981 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.738002
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:17<00:00,  5.56it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[63] Elapsed time 17.995 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.786582
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:19<00:00,  5.01it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[64] Elapsed time 19.951 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.746533
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:18<00:00,  5.34it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[65] Elapsed time 18.740 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.757284
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:23<00:00,  4.20it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[66] Elapsed time 23.813 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.768627
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:25<00:00,  3.88it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[67] Elapsed time 25.798 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.722532
INFO:root:Loading parameters from best epoch (57)
INFO:root:Epoch[68] Learning rate is 0.00025
100%|██████████| 100/100 [00:19<00:00,  5.09it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[68] Elapsed time 19.642 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.718271
INFO:root:Epoch[69] Learning rate is 0.00025
100%|██████████| 100/100 [00:17<00:00,  5.77it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[69] Elapsed time 17.344 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.742743
INFO:root:Epoch[70] Learning rate is 0.00025
100%|██████████| 100/100 [00:15<00:00,  6.42it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[70] Elapsed time 15.585 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.776917
INFO:root:Epoch[71] Learning rate is 0.00025
100%|██████████| 100/100 [00:16<00:00,  6.01it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[71] Elapsed time 16.639 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.793238
INFO:root:Epoch[72] Learning rate is 0.00025
100%|██████████| 100/100 [00:17<00:00,  5.81it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[72] Elapsed time 17.219 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.780194
INFO:root:Epoch[73] Learning rate is 0.00025
100%|██████████| 100/100 [00:19<00:00,  5.07it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[73] Elapsed time 19.739 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.706591
INFO:root:Epoch[74] Learning rate is 0.00025
100%|██████████| 100/100 [00:15<00:00,  6.46it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[74] Elapsed time 15.487 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.727589
INFO:root:Epoch[75] Learning rate is 0.00025
100%|██████████| 100/100 [00:15<00:00,  6.44it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[75] Elapsed time 15.528 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.755305
INFO:root:Epoch[76] Learning rate is 0.00025
100%|██████████| 100/100 [00:19<00:00,  5.21it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[76] Elapsed time 19.187 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.724152
INFO:root:Epoch[77] Learning rate is 0.00025
100%|██████████| 100/100 [00:15<00:00,  6.25it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[77] Elapsed time 15.998 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.731685
INFO:root:Epoch[78] Learning rate is 0.00025
100%|██████████| 100/100 [00:15<00:00,  6.62it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[78] Elapsed time 15.106 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.722405
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:17<00:00,  5.86it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[79] Elapsed time 17.070 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.747969
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:25<00:00,  3.89it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[80] Elapsed time 25.718 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.772423
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:15<00:00,  6.27it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[81] Elapsed time 15.967 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.695043
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:15<00:00,  6.28it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[82] Elapsed time 15.940 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.775996
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:16<00:00,  6.11it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[83] Elapsed time 16.375 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.757304
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:16<00:00,  6.17it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[84] Elapsed time 16.228 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.712963
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:18<00:00,  5.32it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[85] Elapsed time 18.807 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.701431
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.64it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[86] Elapsed time 13.102 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.757525
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:16<00:00,  6.13it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[87] Elapsed time 16.330 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.717421
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.17it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[88] Elapsed time 12.249 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.678629
INFO:root:Epoch[89] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.17it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[89] Elapsed time 12.253 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.724211
INFO:root:Epoch[90] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.26it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[90] Elapsed time 12.108 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.720758
INFO:root:Epoch[91] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.02it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[91] Elapsed time 12.483 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.721067
INFO:root:Epoch[92] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.18it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[92] Elapsed time 12.235 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.737806
INFO:root:Epoch[93] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.22it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[93] Elapsed time 12.172 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.732471
INFO:root:Epoch[94] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.18it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[94] Elapsed time 12.230 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.724763
INFO:root:Epoch[95] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.19it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[95] Elapsed time 12.214 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.755414
INFO:root:Epoch[96] Learning rate is 0.00025
100%|██████████| 100/100 [00:14<00:00,  6.90it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[96] Elapsed time 14.492 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.741405
INFO:root:Epoch[97] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.32it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[97] Elapsed time 13.672 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.704998
INFO:root:Epoch[98] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.28it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[98] Elapsed time 12.088 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.761959
INFO:root:Loading parameters from best epoch (88)
INFO:root:Epoch[99] Learning rate is 0.000125
100%|██████████| 100/100 [00:12<00:00,  8.08it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[99] Elapsed time 12.381 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.660937
INFO:root:Loading parameters from best epoch (99)
INFO:root:Final loss: 5.660937290191651 (occurred at epoch 99)
INFO:root:End model training
Running evaluation: 100%|██████████| 359/359 [00:45<00:00,  7.95it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  2.555657  0.080359  20.955645            0.059487            0.027132   

   seed  epochs  num_batches  
0    46     100          100  
Seed: 47
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 50091
100%|██████████| 100/100 [00:12<00:00,  7.85it/s, avg_epoch_loss=7.3]
INFO:root:Epoch[0] Elapsed time 12.750 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.304906
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.02it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[1] Elapsed time 16.609 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.811662
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:23<00:00,  4.23it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[2] Elapsed time 23.662 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.671203
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.70it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[3] Elapsed time 14.940 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.578990
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.53it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[4] Elapsed time 11.731 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.438805
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.30it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[5] Elapsed time 12.059 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.396643
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.49it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[6] Elapsed time 11.786 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.372422
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.42it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[7] Elapsed time 11.886 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.311421
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.71it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[8] Elapsed time 12.969 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.282726
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.29it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[9] Elapsed time 12.068 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.168267
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.81it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[10] Elapsed time 17.205 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.199310
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.52it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[11] Elapsed time 13.305 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.115052
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.41it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[12] Elapsed time 11.895 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.177075
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.30it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[13] Elapsed time 12.048 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.118239
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.24it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[14] Elapsed time 12.136 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.045731
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.94it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[15] Elapsed time 12.607 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.073050
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.80it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[16] Elapsed time 12.823 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.106704
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.23it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[17] Elapsed time 12.151 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.986879
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.10it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[18] Elapsed time 12.349 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.957998
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.81it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[19] Elapsed time 12.811 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.044717
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.69it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[20] Elapsed time 14.963 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.028729
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.42it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[21] Elapsed time 11.881 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.965487
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.33it/s, avg_epoch_loss=6]  
INFO:root:Epoch[22] Elapsed time 12.019 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.999282
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.50it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[23] Elapsed time 11.778 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.950111
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.07it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[24] Elapsed time 12.399 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.935461
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.89it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[25] Elapsed time 12.674 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.901723
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.44it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[26] Elapsed time 11.853 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.883675
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.07it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[27] Elapsed time 12.401 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.883139
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.29it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[28] Elapsed time 12.064 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.914465
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.43it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[29] Elapsed time 15.562 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.942910
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.45it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[30] Elapsed time 11.835 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.897630
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.28it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[31] Elapsed time 12.084 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.914995
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.22it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[32] Elapsed time 12.172 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.877785
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.38it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[33] Elapsed time 11.942 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.899545
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  5.91it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[34] Elapsed time 16.915 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.906207
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.22it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[35] Elapsed time 13.862 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.843483
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.99it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[36] Elapsed time 11.134 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.868941
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  7.12it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[37] Elapsed time 14.047 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.868302
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.53it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[38] Elapsed time 15.324 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.816277
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.77it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[39] Elapsed time 17.348 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.855502
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.30it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[40] Elapsed time 15.884 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.815270
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.65it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[41] Elapsed time 15.061 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.899656
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:23<00:00,  4.26it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[42] Elapsed time 23.474 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.846793
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  5.89it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[43] Elapsed time 16.996 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.832289
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.46it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[44] Elapsed time 13.417 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.783477
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:21<00:00,  4.66it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[45] Elapsed time 21.448 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.812429
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.05it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[46] Elapsed time 16.531 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.858852
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:21<00:00,  4.75it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[47] Elapsed time 21.064 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.851772
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:21<00:00,  4.61it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[48] Elapsed time 21.732 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.761340
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  5.91it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[49] Elapsed time 16.917 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.857006
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.14it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[50] Elapsed time 12.290 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.814084
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.06it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[51] Elapsed time 12.421 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.791818
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.44it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[52] Elapsed time 15.537 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.771358
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.52it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[53] Elapsed time 13.353 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.752714
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.07it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[54] Elapsed time 12.397 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.788749
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.13it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[55] Elapsed time 12.305 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.781970
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.99it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[56] Elapsed time 12.531 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.748886
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.34it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[57] Elapsed time 15.768 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.821432
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.23it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[58] Elapsed time 16.070 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.767389
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.19it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[59] Elapsed time 16.172 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.762391
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:20<00:00,  4.85it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[60] Elapsed time 20.638 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.751138
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:28<00:00,  3.50it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[61] Elapsed time 28.572 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.742279
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.87it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[62] Elapsed time 17.061 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.757687
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  5.93it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[63] Elapsed time 16.880 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.772315
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.39it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[64] Elapsed time 15.653 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.766722
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:22<00:00,  4.54it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[65] Elapsed time 22.055 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.715134
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:27<00:00,  3.59it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[66] Elapsed time 27.845 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.729245
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.21it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[67] Elapsed time 16.186 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.711155
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:19<00:00,  5.13it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[68] Elapsed time 19.512 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.737238
INFO:root:Epoch[69] Learning rate is 0.001
100%|██████████| 100/100 [00:22<00:00,  4.43it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[69] Elapsed time 22.651 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.806602
INFO:root:Epoch[70] Learning rate is 0.001
100%|██████████| 100/100 [00:18<00:00,  5.43it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[70] Elapsed time 18.418 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.780055
INFO:root:Epoch[71] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.17it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[71] Elapsed time 16.214 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.805074
INFO:root:Epoch[72] Learning rate is 0.001
100%|██████████| 100/100 [00:33<00:00,  2.94it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[72] Elapsed time 34.004 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.743866
INFO:root:Epoch[73] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.66it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[73] Elapsed time 17.673 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.751390
INFO:root:Epoch[74] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.28it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[74] Elapsed time 15.943 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.732123
INFO:root:Epoch[75] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  5.96it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[75] Elapsed time 16.813 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.771483
INFO:root:Epoch[76] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.14it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[76] Elapsed time 16.323 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.697409
INFO:root:Epoch[77] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.18it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[77] Elapsed time 16.207 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.735442
INFO:root:Epoch[78] Learning rate is 0.001
100%|██████████| 100/100 [00:21<00:00,  4.70it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[78] Elapsed time 21.295 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.733631
INFO:root:Epoch[79] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.18it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[79] Elapsed time 16.282 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.721506
INFO:root:Epoch[80] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.49it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[80] Elapsed time 15.414 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.722779
INFO:root:Epoch[81] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.26it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[81] Elapsed time 15.986 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.760157
INFO:root:Epoch[82] Learning rate is 0.001
100%|██████████| 100/100 [00:19<00:00,  5.25it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[82] Elapsed time 19.057 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.737877
INFO:root:Epoch[83] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  5.90it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[83] Elapsed time 16.966 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.713093
INFO:root:Epoch[84] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.74it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[84] Elapsed time 17.445 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.709161
INFO:root:Epoch[85] Learning rate is 0.001
100%|██████████| 100/100 [00:21<00:00,  4.64it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[85] Elapsed time 21.575 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.709274
INFO:root:Epoch[86] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.55it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[86] Elapsed time 15.283 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.734854
INFO:root:Loading parameters from best epoch (76)
INFO:root:Epoch[87] Learning rate is 0.0005
100%|██████████| 100/100 [00:20<00:00,  4.87it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[87] Elapsed time 20.534 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.645208
INFO:root:Epoch[88] Learning rate is 0.0005
100%|██████████| 100/100 [00:14<00:00,  6.88it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[88] Elapsed time 14.540 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.662153
INFO:root:Epoch[89] Learning rate is 0.0005
100%|██████████| 100/100 [00:17<00:00,  5.61it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[89] Elapsed time 17.820 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.661450
INFO:root:Epoch[90] Learning rate is 0.0005
100%|██████████| 100/100 [00:10<00:00,  9.37it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[90] Elapsed time 10.684 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.641885
INFO:root:Epoch[91] Learning rate is 0.0005
100%|██████████| 100/100 [00:09<00:00, 10.14it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[91] Elapsed time 9.871 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.662498
INFO:root:Epoch[92] Learning rate is 0.0005
100%|██████████| 100/100 [00:14<00:00,  6.97it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[92] Elapsed time 14.359 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.688317
INFO:root:Epoch[93] Learning rate is 0.0005
100%|██████████| 100/100 [00:13<00:00,  7.26it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[93] Elapsed time 13.784 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.705918
INFO:root:Epoch[94] Learning rate is 0.0005
100%|██████████| 100/100 [00:17<00:00,  5.82it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[94] Elapsed time 17.183 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.641265
INFO:root:Epoch[95] Learning rate is 0.0005
100%|██████████| 100/100 [00:17<00:00,  5.66it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[95] Elapsed time 17.677 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.660335
INFO:root:Epoch[96] Learning rate is 0.0005
100%|██████████| 100/100 [00:18<00:00,  5.53it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[96] Elapsed time 18.073 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.621731
INFO:root:Epoch[97] Learning rate is 0.0005
100%|██████████| 100/100 [00:17<00:00,  5.84it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[97] Elapsed time 17.119 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.674190
INFO:root:Epoch[98] Learning rate is 0.0005
100%|██████████| 100/100 [00:13<00:00,  7.61it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[98] Elapsed time 13.148 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.721307
INFO:root:Epoch[99] Learning rate is 0.0005
100%|██████████| 100/100 [00:13<00:00,  7.64it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[99] Elapsed time 13.088 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.682731
INFO:root:Loading parameters from best epoch (96)
INFO:root:Final loss: 5.621730995178223 (occurred at epoch 96)
INFO:root:End model training
Running evaluation: 100%|██████████| 359/359 [00:48<00:00,  7.42it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  2.974403  0.085861  25.400273            0.062869            0.027911   

   seed  epochs  num_batches  
0    47     100          100  
Seed: 48
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 50091
100%|██████████| 100/100 [00:15<00:00,  6.55it/s, avg_epoch_loss=7.48]
INFO:root:Epoch[0] Elapsed time 15.280 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.478983
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.93it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[1] Elapsed time 14.440 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.849439
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.37it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[2] Elapsed time 13.575 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.621795
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.38it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[3] Elapsed time 13.560 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.508391
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.37it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[4] Elapsed time 13.576 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.417201
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.04it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[5] Elapsed time 12.445 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.356318
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.16it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[6] Elapsed time 13.971 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.363766
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.26it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[7] Elapsed time 12.115 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.267557
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.16it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[8] Elapsed time 12.262 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.219834
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.55it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[9] Elapsed time 13.256 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.226477
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.20it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[10] Elapsed time 13.901 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.144758
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.20it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[11] Elapsed time 13.888 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.176953
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.70it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[12] Elapsed time 12.988 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.178983
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.80it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[13] Elapsed time 12.830 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.204668
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.21it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[14] Elapsed time 12.184 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.030387
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.26it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[15] Elapsed time 15.984 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.050948
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.12it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[16] Elapsed time 12.317 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.089316
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.14it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[17] Elapsed time 12.286 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.010193
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.00it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[18] Elapsed time 12.506 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.048736
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.92it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[19] Elapsed time 12.637 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.008613
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.15it/s, avg_epoch_loss=6]  
INFO:root:Epoch[20] Elapsed time 12.274 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.002264
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.16it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[21] Elapsed time 12.263 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.012553
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.22it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[22] Elapsed time 12.173 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.980317
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.09it/s, avg_epoch_loss=6]  
INFO:root:Epoch[23] Elapsed time 12.371 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.999140
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.45it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[24] Elapsed time 15.501 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.980518
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.88it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[25] Elapsed time 12.699 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.947073
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.74it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[26] Elapsed time 12.930 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.967491
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.17it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[27] Elapsed time 12.245 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.927256
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.89it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[28] Elapsed time 12.685 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.845152
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.02it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[29] Elapsed time 12.473 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.929750
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.13it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[30] Elapsed time 12.304 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.910056
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.10it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[31] Elapsed time 12.347 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.904781
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.11it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[32] Elapsed time 12.333 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.892706
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.48it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[33] Elapsed time 13.380 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.946304
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.51it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[34] Elapsed time 15.369 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.905271
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.95it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[35] Elapsed time 12.592 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.912799
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.10it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[36] Elapsed time 12.353 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.833645
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.83it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[37] Elapsed time 12.777 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.835555
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.47it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[38] Elapsed time 13.399 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.870551
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.12it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[39] Elapsed time 12.322 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.865198
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.12it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[40] Elapsed time 12.317 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.877489
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.87it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[41] Elapsed time 12.711 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.856495
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.59it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[42] Elapsed time 13.183 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.811584
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.23it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[43] Elapsed time 16.069 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.805886
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.91it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[44] Elapsed time 12.647 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.797173
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.05it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[45] Elapsed time 12.426 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.892909
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.99it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[46] Elapsed time 12.525 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.802901
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.67it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[47] Elapsed time 13.046 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.726605
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.61it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[48] Elapsed time 13.148 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.794022
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.82it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[49] Elapsed time 12.797 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.830588
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.15it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[50] Elapsed time 12.275 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.827848
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.18it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[51] Elapsed time 13.932 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.808715
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:24<00:00,  4.16it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[52] Elapsed time 24.046 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.810680
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.22it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[53] Elapsed time 16.078 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.712919
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.80it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[54] Elapsed time 14.725 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.749133
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.18it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[55] Elapsed time 16.180 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.789738
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.35it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[56] Elapsed time 13.606 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.800531
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.88it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[57] Elapsed time 14.542 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.812631
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.82it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[58] Elapsed time 17.193 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.754782
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.84it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[59] Elapsed time 17.135 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.815456
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.86it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[60] Elapsed time 12.731 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.796262
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.85it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[61] Elapsed time 12.746 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.827211
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.63it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[62] Elapsed time 13.106 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.777106
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.29it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[63] Elapsed time 13.734 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.777320
INFO:root:Loading parameters from best epoch (53)
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  7.77it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[64] Elapsed time 12.874 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.754926
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  7.81it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[65] Elapsed time 12.805 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.708184
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  7.91it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[66] Elapsed time 12.657 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.736568
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.03it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[67] Elapsed time 12.459 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.726848
INFO:root:Epoch[68] Learning rate is 0.0005
100%|██████████| 100/100 [00:16<00:00,  6.11it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[68] Elapsed time 16.367 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.687756
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  7.88it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[69] Elapsed time 12.693 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.672630
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  7.96it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[70] Elapsed time 12.570 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.761797
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  7.85it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[71] Elapsed time 12.746 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.759254
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  7.71it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[72] Elapsed time 12.972 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.740380
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:13<00:00,  7.50it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[73] Elapsed time 13.341 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.711495
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.03it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[74] Elapsed time 12.467 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.772928
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  7.99it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[75] Elapsed time 12.520 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.710616
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:13<00:00,  7.54it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[76] Elapsed time 13.267 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.698578
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:16<00:00,  6.13it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[77] Elapsed time 16.330 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.694096
INFO:root:Epoch[78] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  7.94it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[78] Elapsed time 12.597 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.726077
INFO:root:Epoch[79] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  7.84it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[79] Elapsed time 12.758 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.709778
INFO:root:Loading parameters from best epoch (69)
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.91it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[80] Elapsed time 12.654 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.704061
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.32it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[81] Elapsed time 13.671 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.706848
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.95it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[82] Elapsed time 12.586 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.734379
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:14<00:00,  6.78it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[83] Elapsed time 14.754 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.703746
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:14<00:00,  6.97it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[84] Elapsed time 14.345 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.703242
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.94it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[85] Elapsed time 12.605 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.693830
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:16<00:00,  6.09it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[86] Elapsed time 16.415 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.700848
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.85it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[87] Elapsed time 12.753 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.728948
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.00it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[88] Elapsed time 12.508 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.707555
INFO:root:Epoch[89] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.92it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[89] Elapsed time 12.629 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.667224
INFO:root:Epoch[90] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.54it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[90] Elapsed time 13.264 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.663094
INFO:root:Epoch[91] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.41it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[91] Elapsed time 13.510 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.727801
INFO:root:Epoch[92] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.00it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[92] Elapsed time 12.511 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.672808
INFO:root:Epoch[93] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.97it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[93] Elapsed time 12.553 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.662655
INFO:root:Epoch[94] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.47it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[94] Elapsed time 13.409 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.702304
INFO:root:Epoch[95] Learning rate is 0.00025
100%|██████████| 100/100 [00:17<00:00,  5.61it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[95] Elapsed time 17.826 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.694334
INFO:root:Epoch[96] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.30it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[96] Elapsed time 13.708 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.684806
INFO:root:Epoch[97] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.04it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[97] Elapsed time 12.438 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.714557
INFO:root:Epoch[98] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.15it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[98] Elapsed time 12.284 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.669804
INFO:root:Epoch[99] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.85it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[99] Elapsed time 12.750 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.742763
INFO:root:Loading parameters from best epoch (93)
INFO:root:Final loss: 5.662654757499695 (occurred at epoch 93)
INFO:root:End model training
Running evaluation: 100%|██████████| 359/359 [00:46<00:00,  7.74it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  2.688655  0.078402  23.730044            0.058814            0.026328   

   seed  epochs  num_batches  
0    48     100          100  
Seed: 49
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 50091
100%|██████████| 100/100 [00:16<00:00,  6.06it/s, avg_epoch_loss=7.27]
INFO:root:Epoch[0] Elapsed time 16.499 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.274832
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.84it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[1] Elapsed time 12.758 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.901552
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.18it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[2] Elapsed time 12.233 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.640127
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.06it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[3] Elapsed time 12.418 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.576926
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.04it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[4] Elapsed time 12.449 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.432909
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.06it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[5] Elapsed time 12.419 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.408378
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.10it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[6] Elapsed time 12.348 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.347858
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.11it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[7] Elapsed time 12.334 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.433082
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.13it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[8] Elapsed time 12.303 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.216232
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.64it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[9] Elapsed time 13.095 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.203805
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.69it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[10] Elapsed time 14.949 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.192599
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.10it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[11] Elapsed time 12.358 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.178155
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:23<00:00,  4.31it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[12] Elapsed time 23.188 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.135748
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:20<00:00,  4.95it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[13] Elapsed time 20.205 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.119980
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.55it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[14] Elapsed time 13.247 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.032905
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.69it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[15] Elapsed time 13.009 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.099338
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.33it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[16] Elapsed time 12.004 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.972581
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  7.14it/s, avg_epoch_loss=6]  
INFO:root:Epoch[17] Elapsed time 14.008 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.003724
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.67it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[18] Elapsed time 14.989 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.033054
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.17it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[19] Elapsed time 13.947 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.030328
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.86it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[20] Elapsed time 12.732 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.038003
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.40it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[21] Elapsed time 13.526 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.015512
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.90it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[22] Elapsed time 12.658 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.979389
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.27it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[23] Elapsed time 12.100 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.922030
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.21it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[24] Elapsed time 12.185 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.928941
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.76it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[25] Elapsed time 12.885 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.916067
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.20it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[26] Elapsed time 16.136 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.978744
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.33it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[27] Elapsed time 13.644 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.925182
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.08it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[28] Elapsed time 12.383 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.902294
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.31it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[29] Elapsed time 12.037 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.966919
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.25it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[30] Elapsed time 12.128 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.880371
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.92it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[31] Elapsed time 12.637 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.899688
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.24it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[32] Elapsed time 12.140 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.961995
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.33it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[33] Elapsed time 12.018 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.825784
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.96it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[34] Elapsed time 12.562 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.869528
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.71it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[35] Elapsed time 12.976 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.838849
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.51it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[36] Elapsed time 15.365 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.887684
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.32it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[37] Elapsed time 12.022 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.888037
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.20it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[38] Elapsed time 12.202 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.882983
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.68it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[39] Elapsed time 13.021 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.882312
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.93it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[40] Elapsed time 12.625 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.806035
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.15it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[41] Elapsed time 12.273 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.901489
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.16it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[42] Elapsed time 12.266 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.929337
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.29it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[43] Elapsed time 12.069 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.813879
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.23it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[44] Elapsed time 12.159 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.842704
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.33it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[45] Elapsed time 15.810 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.860327
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.13it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[46] Elapsed time 12.304 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.814130
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.27it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[47] Elapsed time 12.101 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.840492
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.25it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[48] Elapsed time 12.125 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.781609
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.09it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[49] Elapsed time 12.365 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.786832
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.09it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[50] Elapsed time 12.368 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.849525
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.24it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[51] Elapsed time 12.138 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.815977
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.29it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[52] Elapsed time 12.072 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.844748
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.26it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[53] Elapsed time 12.111 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.821551
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.88it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[54] Elapsed time 12.703 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.773723
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.57it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[55] Elapsed time 15.238 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.785214
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.20it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[56] Elapsed time 12.203 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.833556
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.39it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[57] Elapsed time 13.540 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.808369
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.07it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[58] Elapsed time 12.396 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.836670
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.03it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[59] Elapsed time 12.467 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.727760
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.20it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[60] Elapsed time 12.198 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.750775
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.26it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[61] Elapsed time 12.107 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.841268
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.26it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[62] Elapsed time 12.116 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.773131
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.20it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[63] Elapsed time 12.198 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.760990
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.41it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[64] Elapsed time 15.607 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.746372
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.08it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[65] Elapsed time 12.388 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.769407
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.13it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[66] Elapsed time 12.302 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.764064
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.19it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[67] Elapsed time 12.218 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.728315
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.62it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[68] Elapsed time 13.142 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.768944
INFO:root:Epoch[69] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.13it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[69] Elapsed time 12.301 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.779222
INFO:root:Loading parameters from best epoch (59)
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.16it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[70] Elapsed time 12.267 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.790646
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.17it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[71] Elapsed time 12.240 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.707307
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.03it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[72] Elapsed time 12.462 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.745766
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:13<00:00,  7.33it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[73] Elapsed time 13.656 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.750547
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:14<00:00,  6.96it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[74] Elapsed time 14.374 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.732204
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.31it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[75] Elapsed time 12.046 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.726268
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.03it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[76] Elapsed time 12.458 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.730496
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.22it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[77] Elapsed time 12.169 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.750925
INFO:root:Epoch[78] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  7.94it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[78] Elapsed time 12.608 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.750875
INFO:root:Epoch[79] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.29it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[79] Elapsed time 12.066 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.723947
INFO:root:Epoch[80] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.17it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[80] Elapsed time 12.244 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.724926
INFO:root:Epoch[81] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.15it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[81] Elapsed time 12.279 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.764033
INFO:root:Loading parameters from best epoch (71)
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.25it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[82] Elapsed time 12.127 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.723317
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:16<00:00,  6.14it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[83] Elapsed time 16.303 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.738368
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.18it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[84] Elapsed time 12.231 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.745971
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.22it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[85] Elapsed time 12.173 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.764050
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.96it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[86] Elapsed time 12.574 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.663137
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.02it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[87] Elapsed time 12.476 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.663383
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.27it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[88] Elapsed time 12.094 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.728021
INFO:root:Epoch[89] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.31it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[89] Elapsed time 12.036 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.688986
INFO:root:Epoch[90] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.23it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[90] Elapsed time 12.150 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.694424
INFO:root:Epoch[91] Learning rate is 0.00025
100%|██████████| 100/100 [00:11<00:00,  9.08it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[91] Elapsed time 11.021 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.701134
INFO:root:Epoch[92] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.33it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[92] Elapsed time 13.646 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.687346
INFO:root:Epoch[93] Learning rate is 0.00025
100%|██████████| 100/100 [00:14<00:00,  6.91it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[93] Elapsed time 14.486 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.742945
INFO:root:Epoch[94] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.23it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[94] Elapsed time 12.151 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.722268
INFO:root:Epoch[95] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.26it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[95] Elapsed time 12.117 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.664610
INFO:root:Epoch[96] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.70it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[96] Elapsed time 12.992 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.760407
INFO:root:Loading parameters from best epoch (86)
INFO:root:Epoch[97] Learning rate is 0.000125
100%|██████████| 100/100 [00:13<00:00,  7.68it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[97] Elapsed time 13.026 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.746519
INFO:root:Epoch[98] Learning rate is 0.000125
100%|██████████| 100/100 [00:12<00:00,  8.22it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[98] Elapsed time 12.173 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.697910
INFO:root:Epoch[99] Learning rate is 0.000125
100%|██████████| 100/100 [00:12<00:00,  8.22it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[99] Elapsed time 12.175 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.683134
INFO:root:Loading parameters from best epoch (86)
INFO:root:Final loss: 5.663137021064759 (occurred at epoch 86)
INFO:root:End model training
Running evaluation: 100%|██████████| 359/359 [00:46<00:00,  7.68it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  2.877221  0.088606  27.282367            0.064581            0.029408   

   seed  epochs  num_batches  
0    49     100          100  
Seed: 50
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 50091
100%|██████████| 100/100 [00:12<00:00,  7.80it/s, avg_epoch_loss=7.23]
INFO:root:Epoch[0] Elapsed time 12.827 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.228729
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.19it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[1] Elapsed time 12.215 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.835405
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.23it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[2] Elapsed time 12.155 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.737825
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  7.05it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[3] Elapsed time 14.201 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.594642
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.42it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[4] Elapsed time 15.577 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.576865
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.47it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[5] Elapsed time 13.392 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.406311
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.87it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[6] Elapsed time 12.713 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.537211
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.34it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[7] Elapsed time 15.791 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.344785
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.14it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[8] Elapsed time 12.296 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.322966
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.27it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[9] Elapsed time 12.100 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.320915
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.03it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[10] Elapsed time 12.467 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.258433
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.63it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[11] Elapsed time 13.115 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.266230
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.01it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[12] Elapsed time 12.483 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.150884
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.21it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[13] Elapsed time 12.188 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.165546
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.24it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[14] Elapsed time 12.143 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.177037
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.23it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[15] Elapsed time 12.157 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.104797
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.64it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[16] Elapsed time 13.101 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.123343
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.79it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[17] Elapsed time 14.731 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.118123
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.14it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[18] Elapsed time 12.289 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.082793
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.31it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[19] Elapsed time 12.043 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.126826
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.26it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[20] Elapsed time 12.121 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.040112
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.22it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[21] Elapsed time 12.168 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.971794
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.57it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[22] Elapsed time 11.683 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.045588
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.33it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[23] Elapsed time 12.006 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.985062
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.48it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[24] Elapsed time 11.804 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.011711
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.46it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[25] Elapsed time 11.824 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.932906
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.69it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[26] Elapsed time 14.961 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.924470
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.19it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[27] Elapsed time 12.216 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.946421
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.31it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[28] Elapsed time 12.048 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.960934
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.59it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[29] Elapsed time 13.184 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.966048
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.51it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[30] Elapsed time 11.757 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.954390
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.04it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[31] Elapsed time 12.439 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.915516
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.34it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[32] Elapsed time 12.001 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.948642
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.36it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[33] Elapsed time 13.593 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.951161
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.01it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[34] Elapsed time 12.491 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.855336
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.92it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[35] Elapsed time 12.630 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.856368
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.59it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[36] Elapsed time 17.893 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.924168
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.72it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[37] Elapsed time 14.894 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.898251
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.27it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[38] Elapsed time 13.760 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.891523
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.12it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[39] Elapsed time 12.321 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.918667
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.19it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[40] Elapsed time 12.220 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.913063
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.54it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[41] Elapsed time 11.710 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.848602
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.23it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[42] Elapsed time 12.162 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.837789
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.28it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[43] Elapsed time 12.087 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.822264
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.90it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[44] Elapsed time 12.674 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.835260
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.79it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[45] Elapsed time 17.267 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.890915
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.91it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[46] Elapsed time 14.479 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.858668
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.39it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[47] Elapsed time 15.654 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.864999
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.21it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[48] Elapsed time 13.870 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.837332
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.49it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[49] Elapsed time 15.426 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.818415
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.33it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[50] Elapsed time 13.655 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.894713
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.69it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[51] Elapsed time 13.018 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.857520
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.80it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[52] Elapsed time 14.716 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.801796
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  5.91it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[53] Elapsed time 16.936 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.830677
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.00it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[54] Elapsed time 12.505 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.798844
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.55it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[55] Elapsed time 11.699 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.779578
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.15it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[56] Elapsed time 12.281 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.811381
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.42it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[57] Elapsed time 13.481 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.764379
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.17it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[58] Elapsed time 12.242 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.777058
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.92it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[59] Elapsed time 12.629 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.825389
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.92it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[60] Elapsed time 12.623 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.793710
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.32it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[61] Elapsed time 13.666 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.799821
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.87it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[62] Elapsed time 17.032 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.840043
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.56it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[63] Elapsed time 13.237 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.824005
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.94it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[64] Elapsed time 12.600 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.827378
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.10it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[65] Elapsed time 12.354 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.734229
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.58it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[66] Elapsed time 13.200 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.795017
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.88it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[67] Elapsed time 12.701 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.796708
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.50it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[68] Elapsed time 13.344 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.748215
INFO:root:Epoch[69] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.04it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[69] Elapsed time 12.442 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.821447
INFO:root:Epoch[70] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.15it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[70] Elapsed time 12.284 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.769118
INFO:root:Epoch[71] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.81it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[71] Elapsed time 17.227 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.742428
INFO:root:Epoch[72] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.68it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[72] Elapsed time 14.986 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.816377
INFO:root:Epoch[73] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.27it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[73] Elapsed time 12.107 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.771947
INFO:root:Epoch[74] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.65it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[74] Elapsed time 13.079 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.725435
INFO:root:Epoch[75] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.79it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[75] Elapsed time 12.838 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.749768
INFO:root:Epoch[76] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.01it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[76] Elapsed time 12.491 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.744976
INFO:root:Epoch[77] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.96it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[77] Elapsed time 12.574 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.766732
INFO:root:Epoch[78] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.18it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[78] Elapsed time 12.236 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.813107
INFO:root:Epoch[79] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.12it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[79] Elapsed time 12.321 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.717627
INFO:root:Epoch[80] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.21it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[80] Elapsed time 16.097 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.733802
INFO:root:Epoch[81] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.05it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[81] Elapsed time 12.428 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.739891
INFO:root:Epoch[82] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.04it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[82] Elapsed time 12.449 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.756142
INFO:root:Epoch[83] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.13it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[83] Elapsed time 12.303 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.751527
INFO:root:Epoch[84] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.01it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[84] Elapsed time 12.492 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.735324
INFO:root:Epoch[85] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.24it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[85] Elapsed time 12.142 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.756590
INFO:root:Epoch[86] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.18it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[86] Elapsed time 12.232 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.785624
INFO:root:Epoch[87] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.90it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[87] Elapsed time 12.662 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.728689
INFO:root:Epoch[88] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.06it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[88] Elapsed time 12.417 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.687080
INFO:root:Epoch[89] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.74it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[89] Elapsed time 14.846 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.712210
INFO:root:Epoch[90] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.41it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[90] Elapsed time 13.505 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.707989
INFO:root:Epoch[91] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.99it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[91] Elapsed time 12.529 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.666738
INFO:root:Epoch[92] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.31it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[92] Elapsed time 12.038 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.726013
INFO:root:Epoch[93] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.15it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[93] Elapsed time 12.282 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.748053
INFO:root:Epoch[94] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.82it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[94] Elapsed time 12.788 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.669202
INFO:root:Epoch[95] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.82it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[95] Elapsed time 12.802 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.688938
INFO:root:Epoch[96] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.01it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[96] Elapsed time 12.496 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.745300
INFO:root:Epoch[97] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.96it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[97] Elapsed time 12.562 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.709602
INFO:root:Epoch[98] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.75it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[98] Elapsed time 12.905 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.754646
INFO:root:Epoch[99] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.58it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[99] Elapsed time 15.204 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.692300
INFO:root:Loading parameters from best epoch (91)
INFO:root:Final loss: 5.666738166809082 (occurred at epoch 91)
INFO:root:End model training
Running evaluation: 100%|██████████| 359/359 [00:46<00:00,  7.64it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  2.921541  0.082299  35.811205            0.062046            0.031452   

   seed  epochs  num_batches  
0    50     100          100  
Seed: 51
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 50091
100%|██████████| 100/100 [00:14<00:00,  6.77it/s, avg_epoch_loss=7.21]
INFO:root:Epoch[0] Elapsed time 14.784 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.214874
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.58it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[1] Elapsed time 13.193 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.766113
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.08it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[2] Elapsed time 12.378 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.616317
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.06it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[3] Elapsed time 12.407 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.457431
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.23it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[4] Elapsed time 16.063 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.332623
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.20it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[5] Elapsed time 12.203 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.266808
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.15it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[6] Elapsed time 12.280 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.238587
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.25it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[7] Elapsed time 12.126 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.222147
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.79it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[8] Elapsed time 12.837 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.140964
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.29it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[9] Elapsed time 12.072 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.042611
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.35it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[10] Elapsed time 11.985 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.134104
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.17it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[11] Elapsed time 12.253 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.108022
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.24it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[12] Elapsed time 12.139 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.045024
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.43it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[13] Elapsed time 13.466 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.065904
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  7.09it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[14] Elapsed time 14.103 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.038518
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.27it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[15] Elapsed time 12.104 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.993453
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.29it/s, avg_epoch_loss=6]  
INFO:root:Epoch[16] Elapsed time 12.075 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.004398
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.34it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[17] Elapsed time 11.999 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.967554
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.95it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[18] Elapsed time 12.593 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.936768
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.32it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[19] Elapsed time 12.028 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.917545
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.16it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[20] Elapsed time 12.267 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.935015
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.32it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[21] Elapsed time 12.031 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.974596
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.18it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[22] Elapsed time 12.228 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.990829
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.39it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[23] Elapsed time 15.653 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.959994
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.14it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[24] Elapsed time 12.284 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.891863
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.37it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[25] Elapsed time 11.960 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.879193
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.10it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[26] Elapsed time 12.353 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.901645
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.00it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[27] Elapsed time 12.511 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.927820
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.96it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[28] Elapsed time 12.566 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.900145
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.26it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[29] Elapsed time 12.119 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.851422
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.01it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[30] Elapsed time 12.497 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.873382
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.17it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[31] Elapsed time 12.247 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.826512
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.42it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[32] Elapsed time 13.480 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.840147
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  7.00it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[33] Elapsed time 14.315 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.848325
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.12it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[34] Elapsed time 12.321 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.837858
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.17it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[35] Elapsed time 12.251 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.891840
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.26it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[36] Elapsed time 12.120 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.794257
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.84it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[37] Elapsed time 12.760 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.827171
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.64it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[38] Elapsed time 13.101 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.839300
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.49it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[39] Elapsed time 13.361 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.864915
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.86it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[40] Elapsed time 12.722 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.774945
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.07it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[41] Elapsed time 12.397 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.738065
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.30it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[42] Elapsed time 15.875 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.785015
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.15it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[43] Elapsed time 12.279 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.911070
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.36it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[44] Elapsed time 11.974 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.794854
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.16it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[45] Elapsed time 12.263 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.832021
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.43it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[46] Elapsed time 13.474 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.764563
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.22it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[47] Elapsed time 13.858 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.808079
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.18it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[48] Elapsed time 12.231 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.758498
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.11it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[49] Elapsed time 12.329 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.778547
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.06it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[50] Elapsed time 12.419 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.790727
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.60it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[51] Elapsed time 15.152 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.791047
INFO:root:Loading parameters from best epoch (41)
INFO:root:Epoch[52] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  7.96it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[52] Elapsed time 12.565 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.777239
INFO:root:Epoch[53] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.21it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[53] Elapsed time 12.193 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.758589
INFO:root:Epoch[54] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.14it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[54] Elapsed time 12.283 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.717461
INFO:root:Epoch[55] Learning rate is 0.0005
100%|██████████| 100/100 [00:11<00:00,  8.36it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[55] Elapsed time 11.975 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.703874
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.07it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[56] Elapsed time 12.392 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.713715
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.05it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[57] Elapsed time 12.430 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.730176
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  7.74it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[58] Elapsed time 12.929 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.772201
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  7.90it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[59] Elapsed time 12.657 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.715038
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:14<00:00,  6.98it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[60] Elapsed time 14.339 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.705426
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:14<00:00,  7.10it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[61] Elapsed time 14.090 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.759930
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.33it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[62] Elapsed time 12.017 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.736381
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:11<00:00,  8.35it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[63] Elapsed time 11.989 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.720507
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.12it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[64] Elapsed time 12.323 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.772664
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  7.98it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[65] Elapsed time 12.539 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.696573
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.31it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[66] Elapsed time 12.041 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.753707
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.25it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[67] Elapsed time 12.134 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.732679
INFO:root:Epoch[68] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.19it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[68] Elapsed time 12.215 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.724723
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.16it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[69] Elapsed time 12.268 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.739416
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:15<00:00,  6.42it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[70] Elapsed time 15.571 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.736823
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.18it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[71] Elapsed time 12.233 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.741144
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.21it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[72] Elapsed time 12.190 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.742276
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.25it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[73] Elapsed time 12.126 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.726250
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.20it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[74] Elapsed time 12.200 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.687006
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.11it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[75] Elapsed time 12.338 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.660340
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.24it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[76] Elapsed time 12.141 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.724019
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.13it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[77] Elapsed time 12.299 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.738150
INFO:root:Epoch[78] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.28it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[78] Elapsed time 12.090 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.698316
INFO:root:Epoch[79] Learning rate is 0.0005
100%|██████████| 100/100 [00:14<00:00,  7.00it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[79] Elapsed time 14.285 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.725251
INFO:root:Epoch[80] Learning rate is 0.0005
100%|██████████| 100/100 [00:13<00:00,  7.33it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[80] Elapsed time 13.653 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.715454
INFO:root:Epoch[81] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.21it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[81] Elapsed time 12.182 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.663060
INFO:root:Epoch[82] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.31it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[82] Elapsed time 12.042 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.759076
INFO:root:Epoch[83] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.18it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[83] Elapsed time 12.233 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.732346
INFO:root:Epoch[84] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.03it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[84] Elapsed time 12.461 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.702303
INFO:root:Epoch[85] Learning rate is 0.0005
100%|██████████| 100/100 [00:12<00:00,  8.15it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[85] Elapsed time 12.282 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.724835
INFO:root:Loading parameters from best epoch (75)
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.25it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[86] Elapsed time 12.131 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.717906
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.10it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[87] Elapsed time 12.350 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.720275
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.08it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[88] Elapsed time 12.383 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.673392
INFO:root:Epoch[89] Learning rate is 0.00025
100%|██████████| 100/100 [00:16<00:00,  5.98it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[89] Elapsed time 16.717 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.653647
INFO:root:Epoch[90] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.05it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[90] Elapsed time 12.431 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.703575
INFO:root:Epoch[91] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.12it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[91] Elapsed time 12.316 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.688824
INFO:root:Epoch[92] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.72it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[92] Elapsed time 12.962 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.644285
INFO:root:Epoch[93] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.56it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[93] Elapsed time 13.228 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.739638
INFO:root:Epoch[94] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.16it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[94] Elapsed time 12.260 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.681211
INFO:root:Epoch[95] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.17it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[95] Elapsed time 12.243 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.649074
INFO:root:Epoch[96] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  8.05it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[96] Elapsed time 12.424 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.692654
INFO:root:Epoch[97] Learning rate is 0.00025
100%|██████████| 100/100 [00:11<00:00,  8.46it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[97] Elapsed time 11.834 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.626893
INFO:root:Epoch[98] Learning rate is 0.00025
100%|██████████| 100/100 [00:15<00:00,  6.53it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[98] Elapsed time 15.323 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.682153
INFO:root:Epoch[99] Learning rate is 0.00025
100%|██████████| 100/100 [00:12<00:00,  7.75it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[99] Elapsed time 12.918 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.675561
INFO:root:Loading parameters from best epoch (97)
INFO:root:Final loss: 5.626893348693848 (occurred at epoch 97)
INFO:root:End model training
Running evaluation: 100%|██████████| 359/359 [00:45<00:00,  7.95it/s]
       MASE     sMAPE      MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  2.896752  0.082645  27.99451            0.062774            0.027616    51   

   epochs  num_batches  
0     100          100  
Out[55]:
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed epochs num_batches
0 2.647697 0.086228 23.814200 0.063018 0.026098 42 100 100
0 2.623139 0.078814 25.410871 0.058675 0.027255 43 100 100
0 2.427714 0.080337 21.225715 0.058028 0.027024 44 100 100
0 2.532896 0.082743 22.532300 0.061719 0.027687 45 100 100
0 2.555657 0.080359 20.955645 0.059487 0.027132 46 100 100
0 2.974403 0.085861 25.400273 0.062869 0.027911 47 100 100
0 2.688655 0.078402 23.730044 0.058814 0.026328 48 100 100
0 2.877221 0.088606 27.282367 0.064581 0.029408 49 100 100
0 2.921541 0.082299 35.811205 0.062046 0.031452 50 100 100
0 2.896752 0.082645 27.994510 0.062774 0.027616 51 100 100
In [56]:
results = pd.DataFrame()

for i in range(42, 52):
    print("Seed:", i)
    df = deepar(data="m4_weekly", seed=i, epochs=100, batches=100)
    pprint(df)
    results = results.append(df)

results
Seed: 42
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 49593
100%|██████████| 100/100 [00:12<00:00,  8.07it/s, avg_epoch_loss=7.33]
INFO:root:Epoch[0] Elapsed time 12.400 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.333318
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  7.14it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[1] Elapsed time 14.011 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.825292
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.31it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[2] Elapsed time 12.038 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.714820
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.41it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[3] Elapsed time 11.897 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.510188
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.62it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[4] Elapsed time 15.125 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.528825
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.08it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[5] Elapsed time 12.385 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.461730
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.33it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[6] Elapsed time 12.009 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.284714
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.27it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[7] Elapsed time 12.105 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.266698
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.49it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[8] Elapsed time 11.789 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.182585
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.52it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[9] Elapsed time 11.742 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.192165
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.06it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[10] Elapsed time 12.410 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.184971
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.70it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[11] Elapsed time 11.502 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.188330
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:11<00:00,  8.65it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[12] Elapsed time 11.573 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.164077
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.30it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[13] Elapsed time 12.057 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.134006
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.43it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[14] Elapsed time 15.569 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.014349
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.27it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[15] Elapsed time 13.759 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.129069
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.18it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[16] Elapsed time 13.934 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.091873
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.86it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[17] Elapsed time 12.732 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.074159
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.95it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[18] Elapsed time 14.405 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.969272
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.69it/s, avg_epoch_loss=6]  
INFO:root:Epoch[19] Elapsed time 13.020 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.000782
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.66it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[20] Elapsed time 15.030 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.044768
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.26it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[21] Elapsed time 15.975 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.949093
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.59it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[22] Elapsed time 17.910 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.954556
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.08it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[23] Elapsed time 16.455 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.976714
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.42it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[24] Elapsed time 13.492 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.908043
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.06it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[25] Elapsed time 12.421 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.953331
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.84it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[26] Elapsed time 17.134 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.929682
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:20<00:00,  4.92it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[27] Elapsed time 20.323 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.900228
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:19<00:00,  5.12it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[28] Elapsed time 19.552 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.904302
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:23<00:00,  4.20it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[29] Elapsed time 23.840 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.965667
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.19it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[30] Elapsed time 16.153 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.910332
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.50it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[31] Elapsed time 13.333 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.879786
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.62it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[32] Elapsed time 15.113 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.867932
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.47it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[33] Elapsed time 13.396 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.878598
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.92it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[34] Elapsed time 12.629 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.886810
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.77it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[35] Elapsed time 12.878 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.877910
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  7.04it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[36] Elapsed time 14.218 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.835487
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.97it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[37] Elapsed time 14.355 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.861541
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.56it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[38] Elapsed time 13.231 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.865267
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.60it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[39] Elapsed time 13.164 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.887866
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.72it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[40] Elapsed time 12.962 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.856879
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.44it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[41] Elapsed time 13.445 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.844430
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.47it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[42] Elapsed time 13.389 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.881696
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.46it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[43] Elapsed time 13.420 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.798375
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.43it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[44] Elapsed time 13.466 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.817740
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.76it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[45] Elapsed time 12.901 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.777846
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.66it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[46] Elapsed time 17.664 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.903825
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.76it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[47] Elapsed time 12.896 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.820371
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.26it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[48] Elapsed time 12.122 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.902531
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.46it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[49] Elapsed time 13.412 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.861177
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.33it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[50] Elapsed time 13.662 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.815083
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.48it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[51] Elapsed time 13.392 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.769627
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.54it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[52] Elapsed time 13.268 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.838564
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.58it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[53] Elapsed time 13.202 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.777377
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.86it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[54] Elapsed time 14.582 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.791758
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.01it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[55] Elapsed time 16.640 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.810182
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.82it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[56] Elapsed time 12.789 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.726642
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.56it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[57] Elapsed time 13.240 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.804815
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.75it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[58] Elapsed time 12.912 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.785344
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.64it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[59] Elapsed time 13.099 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.742561
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:18<00:00,  5.34it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[60] Elapsed time 18.746 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.805023
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.30it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[61] Elapsed time 13.729 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.836170
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:18<00:00,  5.44it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[62] Elapsed time 18.406 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.779595
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:19<00:00,  5.09it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[63] Elapsed time 19.652 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.769810
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.91it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[64] Elapsed time 14.494 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.737663
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.97it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[65] Elapsed time 12.553 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.722882
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.56it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[66] Elapsed time 13.240 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.767682
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.03it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[67] Elapsed time 12.460 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.785010
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:10<00:00,  9.72it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[68] Elapsed time 10.297 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.711848
INFO:root:Epoch[69] Learning rate is 0.001
100%|██████████| 100/100 [00:53<00:00,  1.87it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[69] Elapsed time 53.383 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.722854
INFO:root:Epoch[70] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.28it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[70] Elapsed time 15.932 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.708506
INFO:root:Epoch[71] Learning rate is 0.001
100%|██████████| 100/100 [00:21<00:00,  4.68it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[71] Elapsed time 21.386 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.766787
INFO:root:Epoch[72] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.78it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[72] Elapsed time 14.767 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.723969
INFO:root:Epoch[73] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  8.06it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[73] Elapsed time 12.410 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.720925
INFO:root:Epoch[74] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.44it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[74] Elapsed time 13.449 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.746610
INFO:root:Epoch[75] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.48it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[75] Elapsed time 15.443 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.713437
INFO:root:Epoch[76] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.17it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[76] Elapsed time 16.214 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.730055
INFO:root:Epoch[77] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.70it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[77] Elapsed time 17.544 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.732899
INFO:root:Epoch[78] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.03it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[78] Elapsed time 16.600 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.747011
INFO:root:Epoch[79] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.61it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[79] Elapsed time 17.841 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.787063
INFO:root:Epoch[80] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.32it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[80] Elapsed time 13.669 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.677233
INFO:root:Epoch[81] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.44it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[81] Elapsed time 13.456 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.714430
INFO:root:Epoch[82] Learning rate is 0.001
100%|██████████| 100/100 [00:20<00:00,  4.92it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[82] Elapsed time 20.319 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.747247
INFO:root:Epoch[83] Learning rate is 0.001
100%|██████████| 100/100 [00:28<00:00,  3.45it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[83] Elapsed time 29.016 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.687046
INFO:root:Epoch[84] Learning rate is 0.001
100%|██████████| 100/100 [00:41<00:00,  2.41it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[84] Elapsed time 41.491 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.747534
INFO:root:Epoch[85] Learning rate is 0.001
100%|██████████| 100/100 [00:31<00:00,  3.22it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[85] Elapsed time 31.137 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.724902
INFO:root:Epoch[86] Learning rate is 0.001
100%|██████████| 100/100 [00:27<00:00,  3.63it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[86] Elapsed time 27.952 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.654176
INFO:root:Epoch[87] Learning rate is 0.001
100%|██████████| 100/100 [00:36<00:00,  2.73it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[87] Elapsed time 36.635 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.749496
INFO:root:Epoch[88] Learning rate is 0.001
100%|██████████| 100/100 [00:31<00:00,  3.21it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[88] Elapsed time 31.276 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.735107
INFO:root:Epoch[89] Learning rate is 0.001
100%|██████████| 100/100 [00:30<00:00,  3.30it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[89] Elapsed time 30.371 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.684093
INFO:root:Epoch[90] Learning rate is 0.001
100%|██████████| 100/100 [00:33<00:00,  2.96it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[90] Elapsed time 33.748 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.736474
INFO:root:Epoch[91] Learning rate is 0.001
100%|██████████| 100/100 [00:24<00:00,  4.16it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[91] Elapsed time 24.134 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.788729
INFO:root:Epoch[92] Learning rate is 0.001
100%|██████████| 100/100 [00:26<00:00,  3.73it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[92] Elapsed time 26.876 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.733317
INFO:root:Epoch[93] Learning rate is 0.001
100%|██████████| 100/100 [00:27<00:00,  3.58it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[93] Elapsed time 27.949 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.717582
INFO:root:Epoch[94] Learning rate is 0.001
100%|██████████| 100/100 [00:33<00:00,  2.99it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[94] Elapsed time 33.435 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.725746
INFO:root:Epoch[95] Learning rate is 0.001
100%|██████████| 100/100 [00:27<00:00,  3.66it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[95] Elapsed time 27.342 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.713206
INFO:root:Epoch[96] Learning rate is 0.001
100%|██████████| 100/100 [00:31<00:00,  3.21it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[96] Elapsed time 31.186 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.746612
INFO:root:Loading parameters from best epoch (86)
INFO:root:Epoch[97] Learning rate is 0.0005
100%|██████████| 100/100 [00:25<00:00,  3.85it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[97] Elapsed time 25.962 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.679395
INFO:root:Epoch[98] Learning rate is 0.0005
100%|██████████| 100/100 [00:28<00:00,  3.49it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[98] Elapsed time 28.717 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.627978
INFO:root:Epoch[99] Learning rate is 0.0005
100%|██████████| 100/100 [00:36<00:00,  2.77it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[99] Elapsed time 36.106 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.725068
INFO:root:Loading parameters from best epoch (98)
INFO:root:Final loss: 5.627977833747864 (occurred at epoch 98)
INFO:root:End model training
Running evaluation: 100%|██████████| 359/359 [01:03<00:00,  5.67it/s]
       MASE    sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  2.675979  0.08395  29.957781            0.062653            0.031221    42   

   epochs  num_batches  
0     100          100  
Seed: 43
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 49593
100%|██████████| 100/100 [00:56<00:00,  1.77it/s, avg_epoch_loss=7.66]
INFO:root:Epoch[0] Elapsed time 56.605 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.661190
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:44<00:00,  2.25it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[1] Elapsed time 44.491 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.848373
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:30<00:00,  3.33it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[2] Elapsed time 30.095 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.670903
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [01:06<00:00,  1.50it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[3] Elapsed time 66.898 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.540962
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:30<00:00,  3.33it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[4] Elapsed time 30.077 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.433828
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:29<00:00,  3.34it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[5] Elapsed time 29.956 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.360309
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:31<00:00,  3.19it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[6] Elapsed time 31.392 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.291179
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:24<00:00,  4.05it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[7] Elapsed time 24.715 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.369812
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:30<00:00,  3.23it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[8] Elapsed time 31.004 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.255028
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:26<00:00,  3.80it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[9] Elapsed time 26.337 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.265120
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:33<00:00,  3.03it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[10] Elapsed time 33.092 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.206127
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:35<00:00,  2.84it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[11] Elapsed time 35.206 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.211544
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:29<00:00,  3.38it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[12] Elapsed time 29.627 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.136587
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:42<00:00,  2.36it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[13] Elapsed time 42.390 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.160798
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:31<00:00,  3.21it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[14] Elapsed time 31.316 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.202621
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:27<00:00,  3.59it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[15] Elapsed time 27.944 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.118660
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:27<00:00,  3.57it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[16] Elapsed time 27.999 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.055502
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:30<00:00,  3.29it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[17] Elapsed time 30.471 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.082539
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:26<00:00,  3.80it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[18] Elapsed time 26.355 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.985410
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:27<00:00,  3.62it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[19] Elapsed time 27.665 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.082775
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:26<00:00,  3.75it/s, avg_epoch_loss=6]  
INFO:root:Epoch[20] Elapsed time 26.735 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.999399
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:25<00:00,  3.85it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[21] Elapsed time 26.024 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.036689
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:32<00:00,  3.09it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[22] Elapsed time 32.369 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.965863
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:27<00:00,  3.68it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[23] Elapsed time 27.211 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.974503
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:34<00:00,  2.90it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[24] Elapsed time 34.490 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.973627
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:26<00:00,  3.74it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[25] Elapsed time 26.768 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.969337
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:21<00:00,  4.71it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[26] Elapsed time 21.241 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.020353
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:28<00:00,  3.49it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[27] Elapsed time 28.658 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.956323
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:33<00:00,  3.01it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[28] Elapsed time 33.288 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.921934
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:23<00:00,  4.33it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[29] Elapsed time 23.130 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.924208
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:30<00:00,  3.30it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[30] Elapsed time 30.308 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.931159
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:23<00:00,  4.27it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[31] Elapsed time 23.437 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.922536
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:22<00:00,  4.45it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[32] Elapsed time 22.502 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.897214
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:26<00:00,  3.78it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[33] Elapsed time 26.482 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.958332
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:23<00:00,  4.34it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[39] Elapsed time 23.038 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.911841
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:29<00:00,  3.35it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[40] Elapsed time 29.878 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.855597
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:24<00:00,  4.14it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[41] Elapsed time 24.181 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.872640
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:28<00:00,  3.47it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[42] Elapsed time 28.797 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.834545
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:30<00:00,  3.30it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[43] Elapsed time 30.334 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.860839
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:30<00:00,  3.32it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[44] Elapsed time 30.114 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.897112
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:23<00:00,  4.23it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[45] Elapsed time 23.664 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.808122
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:23<00:00,  4.20it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[46] Elapsed time 23.827 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.815094
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:25<00:00,  3.85it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[47] Elapsed time 25.965 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.856158
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:23<00:00,  4.19it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[48] Elapsed time 23.867 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.803900
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:36<00:00,  2.75it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[49] Elapsed time 36.411 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.796513
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:28<00:00,  3.54it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[50] Elapsed time 28.269 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.832140
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:24<00:00,  4.04it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[51] Elapsed time 24.777 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.834553
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:24<00:00,  4.06it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[52] Elapsed time 24.693 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.840849
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:33<00:00,  2.95it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[53] Elapsed time 33.886 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.792562
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:26<00:00,  3.72it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[54] Elapsed time 26.934 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.758972
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:24<00:00,  4.00it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[55] Elapsed time 25.026 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.780261
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:38<00:00,  2.57it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[56] Elapsed time 39.093 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.801337
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:26<00:00,  3.72it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[57] Elapsed time 27.027 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.824667
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:26<00:00,  3.84it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[58] Elapsed time 26.093 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.739061
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:27<00:00,  3.61it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[59] Elapsed time 27.700 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.795259
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:31<00:00,  3.22it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[60] Elapsed time 31.189 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.829568
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:29<00:00,  3.36it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[61] Elapsed time 29.771 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.796034
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:22<00:00,  4.39it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[62] Elapsed time 22.796 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.767253
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:23<00:00,  4.21it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[63] Elapsed time 23.783 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.806801
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:22<00:00,  4.40it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[64] Elapsed time 22.738 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.844243
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:23<00:00,  4.31it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[65] Elapsed time 23.218 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.785473
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:26<00:00,  3.74it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[66] Elapsed time 26.791 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.770522
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:24<00:00,  4.15it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[67] Elapsed time 24.105 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.780375
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:24<00:00,  4.04it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[68] Elapsed time 24.757 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.713560
INFO:root:Epoch[69] Learning rate is 0.001
100%|██████████| 100/100 [00:26<00:00,  3.78it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[69] Elapsed time 26.500 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.757304
INFO:root:Epoch[70] Learning rate is 0.001
100%|██████████| 100/100 [00:30<00:00,  3.33it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[70] Elapsed time 30.023 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.759200
INFO:root:Epoch[71] Learning rate is 0.001
100%|██████████| 100/100 [00:27<00:00,  3.60it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[71] Elapsed time 27.818 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.746382
INFO:root:Epoch[72] Learning rate is 0.001
100%|██████████| 100/100 [00:27<00:00,  3.60it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[72] Elapsed time 27.763 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.808871
INFO:root:Epoch[73] Learning rate is 0.001
100%|██████████| 100/100 [00:25<00:00,  3.93it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[73] Elapsed time 25.463 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.724243
INFO:root:Epoch[74] Learning rate is 0.001
100%|██████████| 100/100 [00:25<00:00,  3.92it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[74] Elapsed time 25.511 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.747468
INFO:root:Epoch[75] Learning rate is 0.001
100%|██████████| 100/100 [00:28<00:00,  3.47it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[75] Elapsed time 28.849 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.772602
INFO:root:Epoch[76] Learning rate is 0.001
100%|██████████| 100/100 [00:22<00:00,  4.50it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[76] Elapsed time 22.216 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.754008
INFO:root:Epoch[77] Learning rate is 0.001
100%|██████████| 100/100 [00:23<00:00,  4.19it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[77] Elapsed time 23.896 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.774737
INFO:root:Epoch[78] Learning rate is 0.001
100%|██████████| 100/100 [00:29<00:00,  3.36it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[78] Elapsed time 29.818 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.755154
INFO:root:Loading parameters from best epoch (68)
INFO:root:Epoch[79] Learning rate is 0.0005
100%|██████████| 100/100 [00:32<00:00,  3.10it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[79] Elapsed time 32.275 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.725712
INFO:root:Epoch[80] Learning rate is 0.0005
100%|██████████| 100/100 [00:25<00:00,  3.98it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[80] Elapsed time 25.112 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.722851
INFO:root:Epoch[81] Learning rate is 0.0005
100%|██████████| 100/100 [00:28<00:00,  3.56it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[81] Elapsed time 28.113 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.708067
INFO:root:Epoch[82] Learning rate is 0.0005
100%|██████████| 100/100 [00:25<00:00,  3.98it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[82] Elapsed time 25.143 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.736272
INFO:root:Epoch[83] Learning rate is 0.0005
100%|██████████| 100/100 [00:25<00:00,  3.96it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[83] Elapsed time 25.246 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.681827
INFO:root:Epoch[84] Learning rate is 0.0005
100%|██████████| 100/100 [00:31<00:00,  3.22it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[84] Elapsed time 31.074 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.734390
INFO:root:Epoch[85] Learning rate is 0.0005
100%|██████████| 100/100 [00:27<00:00,  3.62it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[85] Elapsed time 27.642 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.701656
INFO:root:Epoch[86] Learning rate is 0.0005
100%|██████████| 100/100 [00:26<00:00,  3.78it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[86] Elapsed time 26.437 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.715610
INFO:root:Epoch[87] Learning rate is 0.0005
100%|██████████| 100/100 [00:27<00:00,  3.59it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[87] Elapsed time 27.905 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.728943
INFO:root:Epoch[88] Learning rate is 0.0005
100%|██████████| 100/100 [00:29<00:00,  3.44it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[88] Elapsed time 29.108 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.704028
INFO:root:Epoch[89] Learning rate is 0.0005
100%|██████████| 100/100 [00:22<00:00,  4.45it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[89] Elapsed time 22.462 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.730169
INFO:root:Epoch[90] Learning rate is 0.0005
100%|██████████| 100/100 [00:24<00:00,  4.03it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[90] Elapsed time 24.810 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.691638
INFO:root:Epoch[91] Learning rate is 0.0005
100%|██████████| 100/100 [00:25<00:00,  3.92it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[91] Elapsed time 25.492 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.731114
INFO:root:Epoch[92] Learning rate is 0.0005
100%|██████████| 100/100 [00:27<00:00,  3.58it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[92] Elapsed time 27.951 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.717500
INFO:root:Epoch[93] Learning rate is 0.0005
100%|██████████| 100/100 [00:34<00:00,  2.92it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[93] Elapsed time 34.310 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.765095
INFO:root:Loading parameters from best epoch (83)
INFO:root:Epoch[94] Learning rate is 0.00025
100%|██████████| 100/100 [00:33<00:00,  2.98it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[94] Elapsed time 33.595 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.712376
INFO:root:Epoch[95] Learning rate is 0.00025
100%|██████████| 100/100 [00:36<00:00,  2.76it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[95] Elapsed time 36.190 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.711569
INFO:root:Epoch[96] Learning rate is 0.00025
100%|██████████| 100/100 [00:28<00:00,  3.46it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[96] Elapsed time 28.902 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.686888
INFO:root:Epoch[97] Learning rate is 0.00025
100%|██████████| 100/100 [00:24<00:00,  4.06it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[97] Elapsed time 24.631 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.688628
INFO:root:Epoch[98] Learning rate is 0.00025
100%|██████████| 100/100 [00:22<00:00,  4.35it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[98] Elapsed time 23.004 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.663662
INFO:root:Epoch[99] Learning rate is 0.00025
100%|██████████| 100/100 [00:22<00:00,  4.51it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[99] Elapsed time 22.196 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.649892
INFO:root:Loading parameters from best epoch (99)
INFO:root:Final loss: 5.649892077445984 (occurred at epoch 99)
INFO:root:End model training
Running evaluation: 100%|██████████| 359/359 [00:43<00:00,  8.21it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  2.685703  0.083277  28.105718            0.061119            0.028726   

   seed  epochs  num_batches  
0    43     100          100  
Seed: 44
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 49593
100%|██████████| 100/100 [00:24<00:00,  4.11it/s, avg_epoch_loss=7.86]
INFO:root:Epoch[0] Elapsed time 24.335 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.855830
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:22<00:00,  4.48it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[1] Elapsed time 22.314 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.882931
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:22<00:00,  4.39it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[2] Elapsed time 22.776 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.653240
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:22<00:00,  4.47it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[3] Elapsed time 22.391 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.414540
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:25<00:00,  3.93it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[4] Elapsed time 25.434 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.387606
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:26<00:00,  3.82it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[5] Elapsed time 26.184 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.265134
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:27<00:00,  3.69it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[6] Elapsed time 27.142 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.283264
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:25<00:00,  3.94it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[7] Elapsed time 25.385 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.234945
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:29<00:00,  3.34it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[8] Elapsed time 29.929 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.243549
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:27<00:00,  3.69it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[9] Elapsed time 27.102 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.192764
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:24<00:00,  4.11it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[10] Elapsed time 24.370 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.139506
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:25<00:00,  3.95it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[11] Elapsed time 25.358 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.071349
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:23<00:00,  4.27it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[12] Elapsed time 23.425 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.078654
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:22<00:00,  4.38it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[13] Elapsed time 22.846 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.037660
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:28<00:00,  3.52it/s, avg_epoch_loss=6]  
INFO:root:Epoch[14] Elapsed time 28.427 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.003431
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:23<00:00,  4.24it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[15] Elapsed time 23.662 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.993652
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:26<00:00,  3.83it/s, avg_epoch_loss=6]  
INFO:root:Epoch[16] Elapsed time 26.132 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.999403
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:28<00:00,  3.53it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[17] Elapsed time 28.399 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.929711
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:32<00:00,  3.03it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[18] Elapsed time 33.046 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.925249
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:29<00:00,  3.37it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[19] Elapsed time 29.731 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.006029
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:28<00:00,  3.55it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[20] Elapsed time 28.168 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.895019
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:33<00:00,  3.01it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[21] Elapsed time 33.888 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.979299
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:34<00:00,  2.91it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[22] Elapsed time 34.391 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.962352
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:39<00:00,  2.55it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[23] Elapsed time 39.300 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.005038
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:28<00:00,  3.46it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[24] Elapsed time 30.607 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.963497
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:18<00:00,  5.27it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[25] Elapsed time 20.456 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.919824
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.85it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[26] Elapsed time 14.856 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.889421
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:16<00:00,  6.10it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[27] Elapsed time 16.396 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.965800
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:15<00:00,  6.41it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[28] Elapsed time 15.616 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.888266
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:17<00:00,  5.66it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[29] Elapsed time 17.666 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.829770
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.83it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[30] Elapsed time 12.785 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.869339
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:14<00:00,  6.78it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[31] Elapsed time 14.768 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.820508
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.35it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[32] Elapsed time 13.612 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.842917
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.65it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[33] Elapsed time 13.084 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.819719
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:10<00:00,  9.57it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[34] Elapsed time 10.458 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.839538
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:09<00:00, 10.81it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[35] Elapsed time 9.267 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.789768
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 12.46it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[36] Elapsed time 8.058 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.808795
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 12.17it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[37] Elapsed time 8.221 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.813696
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 12.71it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[38] Elapsed time 7.874 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.849112
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.12it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[39] Elapsed time 7.630 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.854930
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.23it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[40] Elapsed time 7.568 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.847315
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:09<00:00, 10.95it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[41] Elapsed time 9.141 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.851475
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 11.59it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[42] Elapsed time 8.645 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.842309
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 12.81it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[43] Elapsed time 7.822 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.826682
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 12.53it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[44] Elapsed time 7.999 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.807712
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 12.90it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[45] Elapsed time 7.764 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.701159
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.50it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[46] Elapsed time 7.415 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.820607
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.19it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[47] Elapsed time 7.586 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.773225
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 12.81it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[48] Elapsed time 7.817 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.811543
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 11.45it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[49] Elapsed time 8.737 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.778521
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 12.41it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[50] Elapsed time 8.067 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.823363
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.68it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[51] Elapsed time 7.328 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.760276
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.15it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[52] Elapsed time 7.073 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.780792
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.29it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[53] Elapsed time 7.002 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.768115
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.97it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[54] Elapsed time 7.175 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.780194
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.07it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[55] Elapsed time 7.116 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.772562
INFO:root:Loading parameters from best epoch (45)
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 14.17it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[56] Elapsed time 7.062 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.734962
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 13.67it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[57] Elapsed time 7.325 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.687022
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 14.11it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[58] Elapsed time 7.094 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.761725
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 14.12it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[59] Elapsed time 7.092 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.733238
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 14.20it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[60] Elapsed time 7.050 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.710702
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 14.07it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[61] Elapsed time 7.119 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.770363
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 13.94it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[62] Elapsed time 7.184 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.720319
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 12.97it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[63] Elapsed time 7.719 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.738517
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 14.03it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[64] Elapsed time 7.135 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.767199
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 12.75it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[65] Elapsed time 7.848 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.733718
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:08<00:00, 11.66it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[66] Elapsed time 8.587 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.725127
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 14.14it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[67] Elapsed time 7.081 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.753875
INFO:root:Loading parameters from best epoch (57)
INFO:root:Epoch[68] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 14.09it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[68] Elapsed time 7.113 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.702431
INFO:root:Epoch[69] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 14.16it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[69] Elapsed time 7.070 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.711573
INFO:root:Epoch[70] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 13.06it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[70] Elapsed time 7.666 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.707704
INFO:root:Epoch[71] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 14.14it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[71] Elapsed time 7.085 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.709564
INFO:root:Epoch[72] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 14.17it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[72] Elapsed time 7.066 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.672958
INFO:root:Epoch[73] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 14.02it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[73] Elapsed time 7.139 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.809516
INFO:root:Epoch[74] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 13.96it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[74] Elapsed time 7.173 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.735798
INFO:root:Epoch[75] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 12.69it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[75] Elapsed time 7.888 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.694645
INFO:root:Epoch[76] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 14.16it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[76] Elapsed time 7.067 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.745840
INFO:root:Epoch[77] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 14.00it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[77] Elapsed time 7.151 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.725764
INFO:root:Epoch[78] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.37it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[78] Elapsed time 6.965 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.696369
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 14.14it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[79] Elapsed time 7.078 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.767116
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 14.27it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[80] Elapsed time 7.016 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.711163
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:08<00:00, 11.76it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[81] Elapsed time 8.512 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.735603
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:09<00:00, 10.40it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[82] Elapsed time 9.623 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.669526
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 13.62it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[83] Elapsed time 7.354 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.674586
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 13.54it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[84] Elapsed time 7.390 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.714368
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.39it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[85] Elapsed time 6.955 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.743578
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 14.22it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[86] Elapsed time 7.037 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.652335
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 14.05it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[87] Elapsed time 7.125 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.702729
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 13.77it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[88] Elapsed time 7.271 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.723835
INFO:root:Epoch[89] Learning rate is 0.00025
100%|██████████| 100/100 [00:08<00:00, 12.29it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[89] Elapsed time 8.141 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.770114
INFO:root:Epoch[90] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 12.89it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[90] Elapsed time 7.763 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.677611
INFO:root:Epoch[91] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 13.24it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[91] Elapsed time 7.559 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.642386
INFO:root:Epoch[92] Learning rate is 0.00025
100%|██████████| 100/100 [00:08<00:00, 12.21it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[92] Elapsed time 8.199 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.717855
INFO:root:Epoch[93] Learning rate is 0.00025
100%|██████████| 100/100 [00:08<00:00, 12.42it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[93] Elapsed time 8.061 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.710541
INFO:root:Epoch[94] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 14.06it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[94] Elapsed time 7.118 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.678723
INFO:root:Epoch[95] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 14.09it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[95] Elapsed time 7.108 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.711748
INFO:root:Epoch[96] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 14.08it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[96] Elapsed time 7.111 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.657456
INFO:root:Epoch[97] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 13.05it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[97] Elapsed time 7.672 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.744115
INFO:root:Epoch[98] Learning rate is 0.00025
100%|██████████| 100/100 [00:08<00:00, 11.72it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[98] Elapsed time 8.542 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.759220
INFO:root:Epoch[99] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 14.18it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[99] Elapsed time 7.064 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.657466
INFO:root:Loading parameters from best epoch (91)
INFO:root:Final loss: 5.642385997772217 (occurred at epoch 91)
INFO:root:End model training
Running evaluation: 100%|██████████| 359/359 [00:28<00:00, 12.42it/s]
       MASE     sMAPE      MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  2.553431  0.085053  22.71406            0.061923            0.028575    44   

   epochs  num_batches  
0     100          100  
Seed: 45
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 49593
100%|██████████| 100/100 [00:07<00:00, 13.61it/s, avg_epoch_loss=7.41]
INFO:root:Epoch[0] Elapsed time 7.355 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.407360
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.98it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[1] Elapsed time 7.157 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.794106
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.27it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[2] Elapsed time 7.016 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.622933
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.26it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[3] Elapsed time 7.017 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.543541
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.34it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[4] Elapsed time 6.979 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.442162
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.44it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[5] Elapsed time 6.941 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.343604
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.43it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[6] Elapsed time 6.937 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.346999
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.27it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[7] Elapsed time 7.020 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.304530
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.22it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[8] Elapsed time 7.037 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.283793
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.47it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[9] Elapsed time 6.916 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.191884
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 11.77it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[10] Elapsed time 8.504 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.218350
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 12.93it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[11] Elapsed time 7.750 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.160849
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.23it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[12] Elapsed time 7.036 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.096015
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[13] Elapsed time 6.974 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.243623
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.26it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[14] Elapsed time 7.016 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.134322
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.27it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[15] Elapsed time 7.014 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.101157
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[16] Elapsed time 6.974 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.088195
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.26it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[17] Elapsed time 7.021 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.055008
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.77it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[18] Elapsed time 7.268 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.114183
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.29it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[19] Elapsed time 7.002 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.034830
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[20] Elapsed time 6.994 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.056369
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.37it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[21] Elapsed time 6.974 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.023859
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.24it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[22] Elapsed time 7.559 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.009990
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.42it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[23] Elapsed time 7.457 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.975090
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.17it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[24] Elapsed time 7.064 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.949204
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.29it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[25] Elapsed time 7.002 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.958420
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.46it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[26] Elapsed time 7.440 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.929246
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 11.48it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[27] Elapsed time 8.722 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.922512
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.24it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[28] Elapsed time 7.028 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.944839
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.28it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[29] Elapsed time 7.007 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.911067
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.42it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[30] Elapsed time 6.938 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.951259
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.21it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[31] Elapsed time 7.042 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.962629
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.28it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[32] Elapsed time 7.009 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.893941
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.41it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[33] Elapsed time 6.946 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.910314
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.25it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[34] Elapsed time 7.028 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.902165
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.79it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[35] Elapsed time 7.262 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.925392
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.26it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[36] Elapsed time 7.020 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.925147
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.38it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[37] Elapsed time 6.963 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.898626
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.32it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[38] Elapsed time 6.992 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.864582
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.36it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[39] Elapsed time 6.969 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.921531
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.81it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[40] Elapsed time 7.245 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.846685
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 11.41it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[41] Elapsed time 8.769 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.847635
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:12<00:00,  7.86it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[42] Elapsed time 12.729 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.874538
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:10<00:00,  9.79it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[43] Elapsed time 10.246 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.923609
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.20it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[44] Elapsed time 7.051 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.889323
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.30it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[45] Elapsed time 7.004 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.830804
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.29it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[46] Elapsed time 7.007 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.839749
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.30it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[47] Elapsed time 7.527 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.824222
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.08it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[48] Elapsed time 7.109 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.877155
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[49] Elapsed time 6.983 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.801311
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.64it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[50] Elapsed time 7.338 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.874798
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.18it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[51] Elapsed time 7.060 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.829143
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[52] Elapsed time 6.984 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.811320
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.29it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[53] Elapsed time 7.003 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.791901
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[54] Elapsed time 6.996 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.811846
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.38it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[55] Elapsed time 6.963 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.814743
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.53it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[56] Elapsed time 6.891 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.877350
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.50it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[57] Elapsed time 6.903 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.833087
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.39it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[58] Elapsed time 6.959 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.783702
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:09<00:00, 11.01it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[59] Elapsed time 9.088 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.777266
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.07it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[60] Elapsed time 7.114 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.810739
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.23it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[61] Elapsed time 7.041 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.792214
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[62] Elapsed time 6.976 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.797699
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.45it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[63] Elapsed time 6.926 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.772976
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.32it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[64] Elapsed time 6.986 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.785099
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[65] Elapsed time 6.991 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.754168
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.21it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[66] Elapsed time 7.046 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.782413
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.89it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[67] Elapsed time 7.206 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.880165
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.23it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[68] Elapsed time 7.034 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.775723
INFO:root:Epoch[69] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.28it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[69] Elapsed time 7.010 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.766661
INFO:root:Epoch[70] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.28it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[70] Elapsed time 7.538 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.795829
INFO:root:Epoch[71] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.45it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[71] Elapsed time 6.929 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.729523
INFO:root:Epoch[72] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.32it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[72] Elapsed time 6.988 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.731755
INFO:root:Epoch[73] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.14it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[73] Elapsed time 7.077 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.695781
INFO:root:Epoch[74] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.33it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[74] Elapsed time 6.984 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.764650
INFO:root:Epoch[75] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.32it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[75] Elapsed time 7.518 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.778142
INFO:root:Epoch[76] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 11.50it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[76] Elapsed time 8.708 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.746556
INFO:root:Epoch[77] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[77] Elapsed time 6.973 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.766676
INFO:root:Epoch[78] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.33it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[78] Elapsed time 6.986 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.752689
INFO:root:Epoch[79] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.52it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[79] Elapsed time 6.894 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.762992
INFO:root:Epoch[80] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.23it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[80] Elapsed time 7.037 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.751795
INFO:root:Epoch[81] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[81] Elapsed time 6.952 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.830462
INFO:root:Epoch[82] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[82] Elapsed time 6.979 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.743209
INFO:root:Epoch[83] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.32it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[83] Elapsed time 6.991 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.720374
INFO:root:Loading parameters from best epoch (73)
INFO:root:Epoch[84] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 13.90it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[84] Elapsed time 7.199 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.709373
INFO:root:Epoch[85] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.37it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[85] Elapsed time 6.965 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.758737
INFO:root:Epoch[86] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.44it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[86] Elapsed time 6.933 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.699255
INFO:root:Epoch[87] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.48it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[87] Elapsed time 6.915 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.642866
INFO:root:Epoch[88] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 14.18it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[88] Elapsed time 7.057 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.702195
INFO:root:Epoch[89] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.36it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[89] Elapsed time 6.967 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.648978
INFO:root:Epoch[90] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.37it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[90] Elapsed time 6.965 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.725236
INFO:root:Epoch[91] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.51it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[91] Elapsed time 6.902 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.705938
INFO:root:Epoch[92] Learning rate is 0.0005
100%|██████████| 100/100 [00:08<00:00, 12.48it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[92] Elapsed time 8.022 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.703954
INFO:root:Epoch[93] Learning rate is 0.0005
100%|██████████| 100/100 [00:08<00:00, 12.29it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[93] Elapsed time 8.144 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.668273
INFO:root:Epoch[94] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.32it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[94] Elapsed time 6.987 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.690335
INFO:root:Epoch[95] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[95] Elapsed time 6.974 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.692273
INFO:root:Epoch[96] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.48it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[96] Elapsed time 6.913 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.685769
INFO:root:Epoch[97] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 14.23it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[97] Elapsed time 7.031 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.749042
INFO:root:Loading parameters from best epoch (87)
INFO:root:Epoch[98] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.43it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[98] Elapsed time 6.935 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.670920
INFO:root:Epoch[99] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 14.24it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[99] Elapsed time 7.035 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.672268
INFO:root:Loading parameters from best epoch (87)
INFO:root:Final loss: 5.642865638732911 (occurred at epoch 87)
INFO:root:End model training
Running evaluation: 100%|██████████| 359/359 [00:28<00:00, 12.81it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  2.551216  0.083366  23.017125            0.061141            0.026905   

   seed  epochs  num_batches  
0    45     100          100  
Seed: 46
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 49593
100%|██████████| 100/100 [00:07<00:00, 14.00it/s, avg_epoch_loss=7.33]
INFO:root:Epoch[0] Elapsed time 7.152 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.326514
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.81it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[1] Elapsed time 7.248 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.853384
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[2] Elapsed time 6.992 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.617557
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[3] Elapsed time 6.951 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.553704
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.34it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[4] Elapsed time 6.979 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.429869
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 11.35it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[5] Elapsed time 8.819 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.388652
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.03it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[6] Elapsed time 7.682 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.277122
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.87it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[7] Elapsed time 7.215 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.331094
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.95it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[8] Elapsed time 7.172 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.262455
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.30it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[9] Elapsed time 6.999 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.240632
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.37it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[10] Elapsed time 6.968 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.189171
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.42it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[11] Elapsed time 6.938 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.167964
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[12] Elapsed time 6.950 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.161997
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.94it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[13] Elapsed time 7.180 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.109640
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.30it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[14] Elapsed time 6.998 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.100541
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:10<00:00,  9.87it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[15] Elapsed time 10.140 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.149309
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.69it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[16] Elapsed time 6.814 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.031019
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.75it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[17] Elapsed time 6.785 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.087925
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.46it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[18] Elapsed time 6.919 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.076971
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.02it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[19] Elapsed time 7.137 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.075176
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.44it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[20] Elapsed time 6.932 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.050919
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 12.64it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[21] Elapsed time 7.918 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.042809
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 12.29it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[22] Elapsed time 8.143 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.041685
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.23it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[23] Elapsed time 7.034 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.924533
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.33it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[24] Elapsed time 6.987 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.017843
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.36it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[25] Elapsed time 6.966 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.978738
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.04it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[26] Elapsed time 7.674 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.953248
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.63it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[27] Elapsed time 7.343 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.869550
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.49it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[28] Elapsed time 6.909 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.014109
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.02it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[29] Elapsed time 7.140 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.927252
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.10it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[30] Elapsed time 7.099 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.914822
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.38it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[31] Elapsed time 6.962 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.944504
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[32] Elapsed time 6.992 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.908494
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.34it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[33] Elapsed time 6.982 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.912944
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.22it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[34] Elapsed time 7.040 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.899278
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.34it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[35] Elapsed time 6.978 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.883797
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[36] Elapsed time 6.951 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.896545
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.38it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[37] Elapsed time 6.962 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.803066
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 11.93it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[38] Elapsed time 8.388 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.827635
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.24it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[39] Elapsed time 7.561 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.880891
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.24it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[40] Elapsed time 7.032 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.829377
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.58it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[41] Elapsed time 6.867 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.876272
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.66it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[42] Elapsed time 6.826 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.850923
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.55it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[43] Elapsed time 6.882 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.840765
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.36it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[44] Elapsed time 6.973 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.819349
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.46it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[45] Elapsed time 6.921 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.858306
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.21it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[46] Elapsed time 7.045 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.816885
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.78it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[47] Elapsed time 7.274 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.895647
INFO:root:Loading parameters from best epoch (37)
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.49it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[48] Elapsed time 6.906 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.818002
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.37it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[49] Elapsed time 6.968 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.760120
INFO:root:Epoch[50] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 14.19it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[50] Elapsed time 7.054 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.784381
INFO:root:Epoch[51] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.37it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[51] Elapsed time 6.964 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.760735
INFO:root:Epoch[52] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.36it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[52] Elapsed time 6.970 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.808173
INFO:root:Epoch[53] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[53] Elapsed time 6.995 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.804233
INFO:root:Epoch[54] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[54] Elapsed time 6.952 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.859681
INFO:root:Epoch[55] Learning rate is 0.0005
100%|██████████| 100/100 [00:08<00:00, 11.63it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[55] Elapsed time 8.605 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.830442
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 13.27it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[56] Elapsed time 7.550 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.758245
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.38it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[57] Elapsed time 6.958 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.718253
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.33it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[58] Elapsed time 6.984 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.770625
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[59] Elapsed time 6.993 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.803066
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.41it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[60] Elapsed time 6.948 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.744225
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 13.85it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[61] Elapsed time 7.229 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.801592
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.30it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[62] Elapsed time 7.000 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.769968
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 13.81it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[63] Elapsed time 7.251 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.809895
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 14.19it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[64] Elapsed time 7.055 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.767517
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.33it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[65] Elapsed time 6.987 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.792084
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.36it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[66] Elapsed time 6.969 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.758705
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.38it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[67] Elapsed time 6.958 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.752861
INFO:root:Loading parameters from best epoch (57)
INFO:root:Epoch[68] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.49it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[68] Elapsed time 6.909 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.740061
INFO:root:Epoch[69] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.46it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[69] Elapsed time 6.927 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.757008
INFO:root:Epoch[70] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.45it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[70] Elapsed time 6.928 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.789537
INFO:root:Epoch[71] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.46it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[71] Elapsed time 6.926 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.786311
INFO:root:Epoch[72] Learning rate is 0.00025
100%|██████████| 100/100 [00:08<00:00, 11.13it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[72] Elapsed time 9.000 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.788570
INFO:root:Epoch[73] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[73] Elapsed time 6.951 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.714600
INFO:root:Epoch[74] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.60it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[74] Elapsed time 6.857 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.737887
INFO:root:Epoch[75] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.42it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[75] Elapsed time 6.942 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.770974
INFO:root:Epoch[76] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.43it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[76] Elapsed time 6.937 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.739164
INFO:root:Epoch[77] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.29it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[77] Elapsed time 7.005 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.737818
INFO:root:Epoch[78] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.47it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[78] Elapsed time 6.920 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.725516
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.55it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[79] Elapsed time 6.881 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.754433
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 13.93it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[80] Elapsed time 7.187 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.790647
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.37it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[81] Elapsed time 6.966 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.715717
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.29it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[82] Elapsed time 7.006 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.782668
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.33it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[83] Elapsed time 6.989 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.764860
INFO:root:Loading parameters from best epoch (73)
INFO:root:Epoch[84] Learning rate is 0.000125
100%|██████████| 100/100 [00:06<00:00, 14.65it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[84] Elapsed time 6.834 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.710327
INFO:root:Epoch[85] Learning rate is 0.000125
100%|██████████| 100/100 [00:06<00:00, 14.46it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[85] Elapsed time 6.921 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.719993
INFO:root:Epoch[86] Learning rate is 0.000125
100%|██████████| 100/100 [00:07<00:00, 14.25it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[86] Elapsed time 7.024 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.756343
INFO:root:Epoch[87] Learning rate is 0.000125
100%|██████████| 100/100 [00:06<00:00, 14.41it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[87] Elapsed time 6.948 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.727774
INFO:root:Epoch[88] Learning rate is 0.000125
100%|██████████| 100/100 [00:06<00:00, 14.55it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[88] Elapsed time 6.879 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.703367
INFO:root:Epoch[89] Learning rate is 0.000125
100%|██████████| 100/100 [00:09<00:00, 10.42it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[89] Elapsed time 9.602 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.745924
INFO:root:Epoch[90] Learning rate is 0.000125
100%|██████████| 100/100 [00:06<00:00, 14.42it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[90] Elapsed time 6.945 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.723570
INFO:root:Epoch[91] Learning rate is 0.000125
100%|██████████| 100/100 [00:07<00:00, 14.24it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[91] Elapsed time 7.029 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.734104
INFO:root:Epoch[92] Learning rate is 0.000125
100%|██████████| 100/100 [00:06<00:00, 14.37it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[92] Elapsed time 6.965 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.746691
INFO:root:Epoch[93] Learning rate is 0.000125
100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[93] Elapsed time 6.975 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.743275
INFO:root:Epoch[94] Learning rate is 0.000125
100%|██████████| 100/100 [00:06<00:00, 14.33it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[94] Elapsed time 6.987 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.747240
INFO:root:Epoch[95] Learning rate is 0.000125
100%|██████████| 100/100 [00:06<00:00, 14.51it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[95] Elapsed time 6.898 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.780399
INFO:root:Epoch[96] Learning rate is 0.000125
100%|██████████| 100/100 [00:06<00:00, 14.30it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[96] Elapsed time 6.999 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.748040
INFO:root:Epoch[97] Learning rate is 0.000125
100%|██████████| 100/100 [00:07<00:00, 13.87it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[97] Elapsed time 7.216 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.706107
INFO:root:Epoch[98] Learning rate is 0.000125
100%|██████████| 100/100 [00:06<00:00, 14.30it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[98] Elapsed time 7.000 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.754765
INFO:root:Loading parameters from best epoch (88)
INFO:root:Epoch[99] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:06<00:00, 14.45it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[99] Elapsed time 6.928 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.684669
INFO:root:Loading parameters from best epoch (99)
INFO:root:Final loss: 5.6846688890457155 (occurred at epoch 99)
INFO:root:End model training
Running evaluation: 100%|██████████| 359/359 [00:27<00:00, 12.88it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  2.480305  0.092277  21.864018             0.06577            0.027685   

   seed  epochs  num_batches  
0    46     100          100  
Seed: 47
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 49593
100%|██████████| 100/100 [00:07<00:00, 13.86it/s, avg_epoch_loss=7.31]
INFO:root:Epoch[0] Elapsed time 7.226 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.307405
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.18it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[1] Elapsed time 7.596 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.824542
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 12.30it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[2] Elapsed time 8.141 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.645937
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.44it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[3] Elapsed time 6.929 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.514965
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.45it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[4] Elapsed time 6.928 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.399068
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.41it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[5] Elapsed time 6.947 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.430836
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.55it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[6] Elapsed time 7.387 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.330541
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.46it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[7] Elapsed time 6.921 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.276941
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.34it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[8] Elapsed time 6.979 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.276147
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[9] Elapsed time 6.950 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.209697
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.05it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[10] Elapsed time 7.127 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.174452
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.48it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[11] Elapsed time 6.913 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.153126
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.47it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[12] Elapsed time 6.918 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.123460
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.41it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[13] Elapsed time 6.944 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.102419
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[14] Elapsed time 6.994 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.053032
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.38it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[15] Elapsed time 6.957 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.086316
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.54it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[16] Elapsed time 6.883 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.109646
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.34it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[17] Elapsed time 6.982 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.013325
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 12.69it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[18] Elapsed time 7.887 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.062582
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 12.28it/s, avg_epoch_loss=6]
INFO:root:Epoch[19] Elapsed time 8.154 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.995055
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.45it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[20] Elapsed time 6.932 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.016232
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.49it/s, avg_epoch_loss=6]
INFO:root:Epoch[21] Elapsed time 6.907 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.996957
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.27it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[22] Elapsed time 7.018 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.967053
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.50it/s, avg_epoch_loss=6]
INFO:root:Epoch[23] Elapsed time 6.902 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.999037
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[24] Elapsed time 6.976 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.927135
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.38it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[25] Elapsed time 6.959 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.852278
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.19it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[26] Elapsed time 7.054 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.907231
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.18it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[27] Elapsed time 7.056 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.873768
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.41it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[28] Elapsed time 6.944 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.883086
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[29] Elapsed time 6.995 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.872956
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.90it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[30] Elapsed time 7.197 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.919294
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.03it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[31] Elapsed time 7.682 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.902162
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.30it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[32] Elapsed time 7.001 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.834052
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.25it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[33] Elapsed time 7.022 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.853394
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.67it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[34] Elapsed time 7.320 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.855266
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.81it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[35] Elapsed time 7.245 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.816791
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.26it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[36] Elapsed time 7.019 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.845107
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 12.18it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[37] Elapsed time 8.215 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.890040
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.88it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[38] Elapsed time 7.210 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.795883
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.03it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[39] Elapsed time 7.136 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.839674
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.49it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[40] Elapsed time 6.905 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.827419
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.72it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[41] Elapsed time 6.800 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.887025
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.62it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[42] Elapsed time 6.845 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.857496
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.05it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[43] Elapsed time 7.122 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.820421
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.42it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[44] Elapsed time 6.942 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.821181
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.46it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[45] Elapsed time 6.923 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.797272
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.59it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[46] Elapsed time 6.863 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.796939
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.58it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[47] Elapsed time 6.864 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.831728
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[48] Elapsed time 6.973 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.814375
INFO:root:Loading parameters from best epoch (38)
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.61it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[49] Elapsed time 6.850 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.790324
INFO:root:Epoch[50] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.57it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[50] Elapsed time 6.871 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.789923
INFO:root:Epoch[51] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.48it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[51] Elapsed time 6.913 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.770289
INFO:root:Epoch[52] Learning rate is 0.0005
100%|██████████| 100/100 [00:08<00:00, 11.29it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[52] Elapsed time 8.860 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.734505
INFO:root:Epoch[53] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.32it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[53] Elapsed time 6.988 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.745626
INFO:root:Epoch[54] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.53it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[54] Elapsed time 6.891 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.736200
INFO:root:Epoch[55] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.41it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[55] Elapsed time 6.946 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.769463
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.37it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[56] Elapsed time 6.967 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.756747
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.49it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[57] Elapsed time 6.906 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.789210
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.64it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[58] Elapsed time 6.835 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.771326
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.47it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[59] Elapsed time 6.916 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.742663
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 13.79it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[60] Elapsed time 7.258 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.765795
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.63it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[61] Elapsed time 6.839 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.738571
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.56it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[62] Elapsed time 6.876 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.742568
INFO:root:Loading parameters from best epoch (52)
INFO:root:Epoch[63] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.64it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[63] Elapsed time 6.837 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.737122
INFO:root:Epoch[64] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.44it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[64] Elapsed time 6.934 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.704691
INFO:root:Epoch[65] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.71it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[65] Elapsed time 6.801 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.670060
INFO:root:Epoch[66] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.83it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[66] Elapsed time 6.749 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.702183
INFO:root:Epoch[67] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.73it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[67] Elapsed time 6.795 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.693031
INFO:root:Epoch[68] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 14.04it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[68] Elapsed time 7.129 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.720603
INFO:root:Epoch[69] Learning rate is 0.00025
100%|██████████| 100/100 [00:08<00:00, 11.51it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[69] Elapsed time 8.696 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.787555
INFO:root:Epoch[70] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 14.17it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[70] Elapsed time 7.062 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.763017
INFO:root:Epoch[71] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.69it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[71] Elapsed time 6.815 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.781592
INFO:root:Epoch[72] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.46it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[72] Elapsed time 6.922 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.744076
INFO:root:Epoch[73] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.65it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[73] Elapsed time 6.830 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.741253
INFO:root:Epoch[74] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.51it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[74] Elapsed time 6.898 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.766386
INFO:root:Epoch[75] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.84it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[75] Elapsed time 6.746 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.730355
INFO:root:Loading parameters from best epoch (65)
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:06<00:00, 14.82it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[76] Elapsed time 6.752 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.694461
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:07<00:00, 14.26it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[77] Elapsed time 7.017 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.712565
INFO:root:Epoch[78] Learning rate is 0.000125
100%|██████████| 100/100 [00:07<00:00, 12.78it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[78] Elapsed time 7.833 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.729505
INFO:root:Epoch[79] Learning rate is 0.000125
100%|██████████| 100/100 [00:07<00:00, 13.22it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[79] Elapsed time 7.569 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.722146
INFO:root:Epoch[80] Learning rate is 0.000125
100%|██████████| 100/100 [00:08<00:00, 11.64it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[80] Elapsed time 8.598 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.746973
INFO:root:Epoch[81] Learning rate is 0.000125
100%|██████████| 100/100 [00:07<00:00, 13.62it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[81] Elapsed time 7.345 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.772177
INFO:root:Epoch[82] Learning rate is 0.000125
100%|██████████| 100/100 [00:06<00:00, 14.59it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[82] Elapsed time 6.858 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.740200
INFO:root:Epoch[83] Learning rate is 0.000125
100%|██████████| 100/100 [00:07<00:00, 14.04it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[83] Elapsed time 7.128 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.697719
INFO:root:Epoch[84] Learning rate is 0.000125
100%|██████████| 100/100 [00:06<00:00, 14.61it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[84] Elapsed time 6.853 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.729958
INFO:root:Epoch[85] Learning rate is 0.000125
100%|██████████| 100/100 [00:07<00:00, 12.64it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[85] Elapsed time 7.917 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.723471
INFO:root:Loading parameters from best epoch (65)
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:08<00:00, 12.34it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[86] Elapsed time 8.111 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.748716
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:06<00:00, 14.60it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[87] Elapsed time 6.857 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.689885
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:06<00:00, 14.76it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[88] Elapsed time 6.781 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.715627
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:06<00:00, 14.63it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[89] Elapsed time 6.844 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.719479
INFO:root:Epoch[90] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:07<00:00, 13.67it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[90] Elapsed time 7.320 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.689017
INFO:root:Epoch[91] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:06<00:00, 14.51it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[91] Elapsed time 6.897 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.720695
INFO:root:Epoch[92] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:06<00:00, 14.66it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[92] Elapsed time 6.826 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.725329
INFO:root:Epoch[93] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:06<00:00, 14.52it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[93] Elapsed time 6.892 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.757484
INFO:root:Epoch[94] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:06<00:00, 14.50it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[94] Elapsed time 6.906 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.694091
INFO:root:Epoch[95] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:06<00:00, 14.61it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[95] Elapsed time 6.849 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.707492
INFO:root:Loading parameters from best epoch (65)
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:06<00:00, 14.75it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[96] Elapsed time 6.787 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.699424
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:06<00:00, 14.80it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[97] Elapsed time 6.762 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.741110
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[98] Elapsed time 6.822 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.730117
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:06<00:00, 14.45it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[99] Elapsed time 6.928 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.735481
INFO:root:Loading parameters from best epoch (65)
INFO:root:Final loss: 5.670059857368469 (occurred at epoch 65)
INFO:root:End model training
Running evaluation: 100%|██████████| 359/359 [00:29<00:00, 12.31it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  2.749931  0.083731  28.312247            0.060692            0.027068   

   seed  epochs  num_batches  
0    47     100          100  
Seed: 48
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 49593
100%|██████████| 100/100 [00:07<00:00, 14.18it/s, avg_epoch_loss=7.43]
INFO:root:Epoch[0] Elapsed time 7.059 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.429280
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.85it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[1] Elapsed time 6.740 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.820354
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.68it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[2] Elapsed time 6.817 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.670751
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.88it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[3] Elapsed time 6.727 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.511574
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.59it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[4] Elapsed time 6.863 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.416396
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.78it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[5] Elapsed time 6.774 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.375498
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.59it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[6] Elapsed time 6.861 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.340908
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.14it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[7] Elapsed time 7.077 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.332337
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.78it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[8] Elapsed time 6.774 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.204300
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.55it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[9] Elapsed time 6.879 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.236644
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.64it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[10] Elapsed time 6.835 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.133657
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.49it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[11] Elapsed time 6.910 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.140325
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.74it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[12] Elapsed time 6.793 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.136017
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.70it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[13] Elapsed time 6.811 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.161543
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.74it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[14] Elapsed time 6.795 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.007811
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.14it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[15] Elapsed time 7.080 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.078612
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 11.61it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[16] Elapsed time 8.621 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.031603
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.53it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[17] Elapsed time 6.887 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.030492
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.52it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[18] Elapsed time 6.892 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.975637
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.53it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[19] Elapsed time 6.891 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.984943
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.62it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[20] Elapsed time 6.843 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.024870
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.45it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[21] Elapsed time 6.929 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.981125
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.44it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[22] Elapsed time 6.931 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.911573
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.71it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[23] Elapsed time 6.805 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.957669
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.20it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[24] Elapsed time 7.048 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.974013
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.79it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[25] Elapsed time 6.768 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.957674
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[26] Elapsed time 6.822 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.937190
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[27] Elapsed time 6.823 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.842253
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.64it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[28] Elapsed time 6.837 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.878004
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.73it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[29] Elapsed time 6.795 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.947598
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.58it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[30] Elapsed time 6.865 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.895888
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.81it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[31] Elapsed time 6.759 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.871676
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.72it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[32] Elapsed time 6.799 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.874001
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:09<00:00, 10.76it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[33] Elapsed time 9.299 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.926775
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.22it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[34] Elapsed time 7.042 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.853723
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.69it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[35] Elapsed time 6.815 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.884641
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.68it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[36] Elapsed time 6.816 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.811891
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.56it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[37] Elapsed time 6.873 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.759743
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.49it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[38] Elapsed time 6.909 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.808154
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.21it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[39] Elapsed time 7.578 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.827410
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.62it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[40] Elapsed time 6.847 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.820544
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.90it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[41] Elapsed time 7.201 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.786405
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.68it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[42] Elapsed time 6.820 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.790141
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.75it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[43] Elapsed time 6.785 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.743793
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[44] Elapsed time 6.821 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.790422
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.89it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[45] Elapsed time 6.722 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.887505
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.66it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[46] Elapsed time 6.825 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.793112
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.64it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[47] Elapsed time 6.839 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.773430
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.51it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[48] Elapsed time 6.895 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.780325
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[49] Elapsed time 6.825 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.771101
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 11.82it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[50] Elapsed time 8.467 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.805964
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.91it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[51] Elapsed time 7.197 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.803009
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.59it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[52] Elapsed time 6.860 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.766197
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.30it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[53] Elapsed time 7.527 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.669282
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.68it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[54] Elapsed time 6.820 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.740213
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.65it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[55] Elapsed time 6.831 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.746534
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.70it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[56] Elapsed time 6.808 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.768946
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[57] Elapsed time 6.824 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.777975
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.26it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[58] Elapsed time 7.018 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.690325
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 12.83it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[59] Elapsed time 7.801 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.781452
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 11.41it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[60] Elapsed time 8.775 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.787866
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.33it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[61] Elapsed time 6.986 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.763107
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:09<00:00, 10.33it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[62] Elapsed time 9.691 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.730693
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 11.27it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[63] Elapsed time 8.879 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.774056
INFO:root:Loading parameters from best epoch (53)
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 12.72it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[64] Elapsed time 7.866 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.719104
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:09<00:00, 10.74it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[65] Elapsed time 9.312 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.685723
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:10<00:00,  9.74it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[66] Elapsed time 10.267 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.724123
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:08<00:00, 12.03it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[67] Elapsed time 8.318 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.692905
INFO:root:Epoch[68] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.33it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[68] Elapsed time 6.984 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.664754
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.51it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[69] Elapsed time 6.896 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.680223
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:08<00:00, 11.24it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[70] Elapsed time 8.902 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.747784
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.48it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[71] Elapsed time 6.912 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.721533
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 13.26it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[72] Elapsed time 7.556 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.721156
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 13.94it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[73] Elapsed time 7.177 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.703478
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.60it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[74] Elapsed time 6.855 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.756778
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.60it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[75] Elapsed time 6.856 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.689615
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.59it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[76] Elapsed time 6.860 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.692570
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.54it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[77] Elapsed time 6.886 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.675690
INFO:root:Epoch[78] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 14.13it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[78] Elapsed time 7.081 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.724557
INFO:root:Loading parameters from best epoch (68)
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.65it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[79] Elapsed time 6.830 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.674702
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[80] Elapsed time 6.822 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.690153
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 13.63it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[81] Elapsed time 7.341 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.701801
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:08<00:00, 11.35it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[82] Elapsed time 8.814 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.714772
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.71it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[83] Elapsed time 6.806 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.699593
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.59it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[84] Elapsed time 6.862 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.686644
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.56it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[85] Elapsed time 6.873 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.678273
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.49it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[86] Elapsed time 6.905 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.677563
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.77it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[87] Elapsed time 6.777 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.708199
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.58it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[88] Elapsed time 6.862 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.691394
INFO:root:Loading parameters from best epoch (68)
INFO:root:Epoch[89] Learning rate is 0.000125
100%|██████████| 100/100 [00:06<00:00, 14.63it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[89] Elapsed time 6.841 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.667456
INFO:root:Epoch[90] Learning rate is 0.000125
100%|██████████| 100/100 [00:07<00:00, 14.25it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[90] Elapsed time 7.025 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.657419
INFO:root:Epoch[91] Learning rate is 0.000125
100%|██████████| 100/100 [00:07<00:00, 14.12it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[91] Elapsed time 7.090 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.720434
INFO:root:Epoch[92] Learning rate is 0.000125
100%|██████████| 100/100 [00:06<00:00, 14.61it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[92] Elapsed time 6.849 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.655095
INFO:root:Epoch[93] Learning rate is 0.000125
100%|██████████| 100/100 [00:06<00:00, 14.51it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[93] Elapsed time 6.897 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.650433
INFO:root:Epoch[94] Learning rate is 0.000125
100%|██████████| 100/100 [00:06<00:00, 14.63it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[94] Elapsed time 6.842 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.658772
INFO:root:Epoch[95] Learning rate is 0.000125
100%|██████████| 100/100 [00:06<00:00, 14.65it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[95] Elapsed time 6.834 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.686229
INFO:root:Epoch[96] Learning rate is 0.000125
100%|██████████| 100/100 [00:06<00:00, 14.94it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[96] Elapsed time 6.699 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.685743
INFO:root:Epoch[97] Learning rate is 0.000125
100%|██████████| 100/100 [00:06<00:00, 14.86it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[97] Elapsed time 6.734 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.696367
INFO:root:Epoch[98] Learning rate is 0.000125
100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[98] Elapsed time 6.975 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.659437
INFO:root:Epoch[99] Learning rate is 0.000125
100%|██████████| 100/100 [00:08<00:00, 11.55it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[99] Elapsed time 8.664 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.732003
INFO:root:Loading parameters from best epoch (93)
INFO:root:Final loss: 5.650432734489441 (occurred at epoch 93)
INFO:root:End model training
Running evaluation: 100%|██████████| 359/359 [00:27<00:00, 13.10it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  2.700239  0.085821  27.460034            0.063158            0.029634   

   seed  epochs  num_batches  
0    48     100          100  
Seed: 49
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 49593
100%|██████████| 100/100 [00:07<00:00, 14.27it/s, avg_epoch_loss=7.45]
INFO:root:Epoch[0] Elapsed time 7.013 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.449640
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.13it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[1] Elapsed time 7.083 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.897352
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 15.04it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[2] Elapsed time 6.655 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.623805
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.22it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[3] Elapsed time 7.041 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.452351
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.61it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[4] Elapsed time 6.851 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.388614
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.99it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[5] Elapsed time 6.674 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.394365
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.73it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[6] Elapsed time 6.793 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.315902
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.68it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[7] Elapsed time 6.820 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.330959
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[8] Elapsed time 6.825 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.249966
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.76it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[9] Elapsed time 6.782 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.187107
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.74it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[10] Elapsed time 6.791 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.164003
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.78it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[11] Elapsed time 6.770 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.138635
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 11.41it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[12] Elapsed time 8.775 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.183464
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[13] Elapsed time 6.952 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.164520
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.69it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[14] Elapsed time 6.811 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.071551
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.72it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[15] Elapsed time 6.799 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.117764
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 15.01it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[16] Elapsed time 6.669 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.069051
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.94it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[17] Elapsed time 6.698 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.065219
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.81it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[18] Elapsed time 6.758 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.025530
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.84it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[19] Elapsed time 6.747 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.051004
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.61it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[20] Elapsed time 6.848 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.047247
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.66it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[21] Elapsed time 6.827 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.015158
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.73it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[22] Elapsed time 6.793 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.951556
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.80it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[23] Elapsed time 6.763 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.981823
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.77it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[24] Elapsed time 6.774 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.991158
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[25] Elapsed time 6.822 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.926968
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.68it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[26] Elapsed time 6.819 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.938461
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.79it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[27] Elapsed time 6.769 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.895705
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.88it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[28] Elapsed time 6.724 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.934126
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 12.82it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[29] Elapsed time 7.808 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.989288
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.03it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[30] Elapsed time 7.684 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.901186
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.70it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[31] Elapsed time 6.810 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.975363
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.07it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[32] Elapsed time 7.111 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.959474
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.99it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[33] Elapsed time 7.152 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.866530
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.80it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[34] Elapsed time 6.762 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.884358
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.54it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[35] Elapsed time 6.883 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.897493
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.68it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[36] Elapsed time 6.819 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.897655
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[37] Elapsed time 6.951 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.869305
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.58it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[38] Elapsed time 6.866 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.906468
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.64it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[39] Elapsed time 6.837 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.842229
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.74it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[40] Elapsed time 6.789 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.835308
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.65it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[41] Elapsed time 6.834 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.955959
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.72it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[42] Elapsed time 6.802 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.877355
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.87it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[43] Elapsed time 6.730 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.862956
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.74it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[44] Elapsed time 6.790 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.807526
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.86it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[45] Elapsed time 6.734 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.848086
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.81it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[46] Elapsed time 7.248 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.803866
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 12.03it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[47] Elapsed time 8.322 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.857970
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.79it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[48] Elapsed time 6.767 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.792522
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.85it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[49] Elapsed time 6.738 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.785792
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.61it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[50] Elapsed time 6.850 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.834460
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.71it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[51] Elapsed time 6.802 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.824500
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.90it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[52] Elapsed time 7.201 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.789003
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.52it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[53] Elapsed time 6.894 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.844531
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.62it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[54] Elapsed time 6.843 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.765077
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.42it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[55] Elapsed time 6.941 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.774615
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.60it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[56] Elapsed time 6.857 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.833326
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.69it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[57] Elapsed time 6.814 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.856322
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.73it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[58] Elapsed time 6.793 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.768512
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.75it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[59] Elapsed time 6.784 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.699134
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.76it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[60] Elapsed time 6.778 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.750967
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.78it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[61] Elapsed time 6.772 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.823089
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.81it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[62] Elapsed time 6.756 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.756429
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.36it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[63] Elapsed time 6.969 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.814957
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 11.64it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[64] Elapsed time 8.598 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.712828
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.78it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[65] Elapsed time 6.771 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.766222
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.65it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[66] Elapsed time 6.833 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.750140
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.66it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[67] Elapsed time 6.829 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.763547
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.85it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[68] Elapsed time 6.738 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.740338
INFO:root:Epoch[69] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.37it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[69] Elapsed time 6.963 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.783913
INFO:root:Loading parameters from best epoch (59)
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.81it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[70] Elapsed time 6.758 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.752255
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.75it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[71] Elapsed time 6.783 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.704971
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.29it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[72] Elapsed time 7.005 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.722645
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.89it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[73] Elapsed time 6.721 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.746408
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.81it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[74] Elapsed time 6.759 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.741140
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 15.01it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[75] Elapsed time 6.669 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.728174
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 14.21it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[76] Elapsed time 7.045 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.710951
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 15.02it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[77] Elapsed time 6.663 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.736547
INFO:root:Epoch[78] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.64it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[78] Elapsed time 6.838 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.752195
INFO:root:Epoch[79] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.75it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[79] Elapsed time 6.785 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.715086
INFO:root:Loading parameters from best epoch (59)
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.70it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[80] Elapsed time 6.809 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.722448
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:08<00:00, 12.12it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[81] Elapsed time 8.259 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.734756
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 13.75it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[82] Elapsed time 7.276 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.711154
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.72it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[83] Elapsed time 6.798 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.737997
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[84] Elapsed time 6.820 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.742036
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.66it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[85] Elapsed time 6.824 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.766899
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.64it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[86] Elapsed time 6.836 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.657204
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.89it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[87] Elapsed time 6.723 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.657560
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.79it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[88] Elapsed time 6.767 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.707083
INFO:root:Epoch[89] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.39it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[89] Elapsed time 6.953 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.671675
INFO:root:Epoch[90] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.74it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[90] Elapsed time 6.792 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.690560
INFO:root:Epoch[91] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.80it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[91] Elapsed time 6.765 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.688681
INFO:root:Epoch[92] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.76it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[92] Elapsed time 6.778 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.669646
INFO:root:Epoch[93] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.77it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[93] Elapsed time 6.776 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.735914
INFO:root:Epoch[94] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.79it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[94] Elapsed time 6.766 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.711866
INFO:root:Epoch[95] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 15.07it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[95] Elapsed time 6.644 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.657665
INFO:root:Epoch[96] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.77it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[96] Elapsed time 6.778 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.750599
INFO:root:Loading parameters from best epoch (86)
INFO:root:Epoch[97] Learning rate is 0.000125
100%|██████████| 100/100 [00:07<00:00, 14.12it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[97] Elapsed time 7.088 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.736344
INFO:root:Epoch[98] Learning rate is 0.000125
100%|██████████| 100/100 [00:08<00:00, 11.98it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[98] Elapsed time 8.354 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.691531
INFO:root:Epoch[99] Learning rate is 0.000125
100%|██████████| 100/100 [00:07<00:00, 12.90it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[99] Elapsed time 7.764 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.668340
INFO:root:Loading parameters from best epoch (86)
INFO:root:Final loss: 5.65720350265503 (occurred at epoch 86)
INFO:root:End model training
Running evaluation: 100%|██████████| 359/359 [00:27<00:00, 13.10it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.152744  0.099731  36.241247            0.072664            0.036317   

   seed  epochs  num_batches  
0    49     100          100  
Seed: 50
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 49593
100%|██████████| 100/100 [00:06<00:00, 14.32it/s, avg_epoch_loss=7.35]
INFO:root:Epoch[0] Elapsed time 6.992 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.352016
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.63it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[1] Elapsed time 6.842 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.862839
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.46it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[2] Elapsed time 6.921 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.723205
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.80it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[3] Elapsed time 6.762 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.574496
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.80it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[4] Elapsed time 6.763 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.411210
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.82it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[5] Elapsed time 6.755 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.372220
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.85it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[6] Elapsed time 6.742 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.378592
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.87it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[7] Elapsed time 6.734 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.270862
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.63it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[8] Elapsed time 6.841 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.334359
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.70it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[9] Elapsed time 6.807 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.291276
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.71it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[10] Elapsed time 6.804 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.213564
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.53it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[11] Elapsed time 7.399 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.235916
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 12.18it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[12] Elapsed time 8.219 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.151417
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.55it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[13] Elapsed time 6.878 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.125140
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.78it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[14] Elapsed time 6.771 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.112275
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.59it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[15] Elapsed time 6.861 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.105359
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.68it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[16] Elapsed time 6.817 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.169355
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.60it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[17] Elapsed time 6.855 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.053034
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.74it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[18] Elapsed time 6.793 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.066766
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.87it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[19] Elapsed time 6.728 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.125004
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.21it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[20] Elapsed time 7.042 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.036568
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.79it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[21] Elapsed time 6.765 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.008064
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.79it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[22] Elapsed time 6.769 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.005205
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.85it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[23] Elapsed time 6.742 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.959391
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.86it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[24] Elapsed time 6.737 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.966301
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.64it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[25] Elapsed time 6.841 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.015377
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.14it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[26] Elapsed time 7.081 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.926057
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.98it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[27] Elapsed time 6.685 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.950981
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.34it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[28] Elapsed time 6.978 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.934054
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 11.50it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[29] Elapsed time 8.701 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.911590
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.64it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[30] Elapsed time 6.836 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.936671
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.66it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[31] Elapsed time 6.825 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.927691
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.81it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[32] Elapsed time 6.756 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.952825
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.84it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[33] Elapsed time 6.746 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.916617
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.88it/s, avg_epoch_loss=6]
INFO:root:Epoch[34] Elapsed time 7.209 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.002534
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[35] Elapsed time 6.821 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.886411
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.81it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[36] Elapsed time 6.760 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.892348
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.17it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[37] Elapsed time 7.064 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.905834
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.89it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[38] Elapsed time 6.724 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.900999
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.49it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[39] Elapsed time 6.904 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.886418
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.83it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[40] Elapsed time 6.747 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.857096
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.80it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[41] Elapsed time 6.762 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.852565
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.70it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[42] Elapsed time 6.810 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.842287
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.63it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[43] Elapsed time 6.843 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.824167
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.76it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[44] Elapsed time 6.784 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.873941
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.74it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[45] Elapsed time 6.787 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.804395
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 11.91it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[46] Elapsed time 8.399 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.821904
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.95it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[47] Elapsed time 7.174 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.886459
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.81it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[48] Elapsed time 6.757 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.861017
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.65it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[49] Elapsed time 6.832 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.771082
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.80it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[50] Elapsed time 6.765 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.858544
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.86it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[51] Elapsed time 6.735 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.849495
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.82it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[52] Elapsed time 6.756 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.843985
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.68it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[53] Elapsed time 6.818 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.857859
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.32it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[54] Elapsed time 6.991 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.802234
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[55] Elapsed time 6.821 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.789864
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.64it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[56] Elapsed time 6.837 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.810112
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.79it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[57] Elapsed time 6.764 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.784668
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.82it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[58] Elapsed time 7.241 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.786517
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.63it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[59] Elapsed time 6.841 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.796497
INFO:root:Loading parameters from best epoch (49)
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.81it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[60] Elapsed time 6.760 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.759648
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.89it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[61] Elapsed time 6.721 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.798870
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.73it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[62] Elapsed time 6.795 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.759884
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:08<00:00, 12.28it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[63] Elapsed time 8.150 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.805163
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 13.05it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[64] Elapsed time 7.670 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.811793
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.73it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[65] Elapsed time 6.797 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.696049
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.70it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[66] Elapsed time 6.810 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.757011
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.60it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[67] Elapsed time 6.854 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.765988
INFO:root:Epoch[68] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.71it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[68] Elapsed time 6.802 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.770765
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.60it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[69] Elapsed time 6.858 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.758384
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.83it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[70] Elapsed time 6.749 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.757371
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.43it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[71] Elapsed time 6.938 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.765980
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.50it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[72] Elapsed time 6.903 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.784105
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.95it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[73] Elapsed time 6.692 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.768236
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.88it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[74] Elapsed time 6.727 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.734738
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.85it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[75] Elapsed time 6.740 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.749332
INFO:root:Loading parameters from best epoch (65)
INFO:root:Epoch[76] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.79it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[76] Elapsed time 6.768 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.759117
INFO:root:Epoch[77] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.91it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[77] Elapsed time 6.713 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.715836
INFO:root:Epoch[78] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.63it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[78] Elapsed time 6.843 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.763892
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.69it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[79] Elapsed time 6.813 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.733501
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 13.69it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[80] Elapsed time 7.310 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.736077
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:08<00:00, 12.04it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[81] Elapsed time 8.311 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.749118
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.65it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[82] Elapsed time 6.831 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.723697
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.78it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[83] Elapsed time 6.772 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.701484
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.74it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[84] Elapsed time 6.791 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.690743
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.82it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[85] Elapsed time 6.752 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.741002
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[86] Elapsed time 6.823 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.786039
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.79it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[87] Elapsed time 6.770 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.735814
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.66it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[88] Elapsed time 6.826 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.704818
INFO:root:Epoch[89] Learning rate is 0.00025
100%|██████████| 100/100 [00:07<00:00, 14.12it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[89] Elapsed time 7.090 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.721730
INFO:root:Epoch[90] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.62it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[90] Elapsed time 6.845 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.705956
INFO:root:Epoch[91] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.76it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[91] Elapsed time 6.783 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.685552
INFO:root:Epoch[92] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.78it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[92] Elapsed time 6.770 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.736719
INFO:root:Epoch[93] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 14.67it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[93] Elapsed time 6.820 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.736606
INFO:root:Epoch[94] Learning rate is 0.00025
100%|██████████| 100/100 [00:08<00:00, 11.95it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[94] Elapsed time 8.372 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.696991
INFO:root:Epoch[95] Learning rate is 0.00025
100%|██████████| 100/100 [00:09<00:00, 10.02it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[95] Elapsed time 9.992 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.686726
INFO:root:Epoch[96] Learning rate is 0.00025
100%|██████████| 100/100 [00:10<00:00,  9.81it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[96] Elapsed time 10.202 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.730466
INFO:root:Epoch[97] Learning rate is 0.00025
100%|██████████| 100/100 [00:13<00:00,  7.51it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[97] Elapsed time 13.334 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.737090
INFO:root:Epoch[98] Learning rate is 0.00025
100%|██████████| 100/100 [00:09<00:00, 10.80it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[98] Elapsed time 9.267 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.693831
INFO:root:Epoch[99] Learning rate is 0.00025
100%|██████████| 100/100 [00:09<00:00, 10.11it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[99] Elapsed time 9.898 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.710936
INFO:root:Loading parameters from best epoch (91)
INFO:root:Final loss: 5.685551557540894 (occurred at epoch 91)
INFO:root:End model training
Running evaluation: 100%|██████████| 359/359 [00:47<00:00,  7.48it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  2.551079  0.086004  22.716032            0.061955            0.025813   

   seed  epochs  num_batches  
0    50     100          100  
Seed: 51
INFO:root:using dataset already processed in path C:\Users\TM\.mxnet\gluon-ts\datasets\m4_weekly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 49593
100%|██████████| 100/100 [00:10<00:00,  9.11it/s, avg_epoch_loss=7.32]
INFO:root:Epoch[0] Elapsed time 10.991 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.317519
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:13<00:00,  7.66it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[1] Elapsed time 13.063 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.879192
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:10<00:00,  9.95it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[2] Elapsed time 10.060 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.654424
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:10<00:00,  9.61it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[3] Elapsed time 10.408 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.511286
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:09<00:00, 10.36it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[4] Elapsed time 9.662 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.411476
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 11.28it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[5] Elapsed time 8.872 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.335549
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 12.57it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[6] Elapsed time 7.960 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.300884
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 12.79it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[7] Elapsed time 7.834 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.235949
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 11.21it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[8] Elapsed time 8.930 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.155400
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:10<00:00,  9.56it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[9] Elapsed time 10.462 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.193396
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:10<00:00,  9.16it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[10] Elapsed time 10.928 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.189198
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 12.10it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[11] Elapsed time 8.270 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.086589
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.70it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[12] Elapsed time 7.308 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.115143
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.33it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[13] Elapsed time 7.513 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.054077
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.84it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[14] Elapsed time 7.249 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.040492
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.60it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[15] Elapsed time 7.362 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.935929
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.70it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[16] Elapsed time 7.305 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.028644
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:09<00:00, 10.85it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[17] Elapsed time 9.229 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.991717
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 12.22it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[18] Elapsed time 8.190 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.986605
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 12.69it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[19] Elapsed time 7.885 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.965463
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.33it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[20] Elapsed time 7.522 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.922419
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 12.58it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[21] Elapsed time 7.958 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.973737
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 12.73it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[22] Elapsed time 7.862 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.941469
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 12.14it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[23] Elapsed time 8.243 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.904253
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 12.69it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[24] Elapsed time 7.888 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.904502
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.91it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[25] Elapsed time 7.194 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.905470
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.91it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[26] Elapsed time 7.194 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.900714
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.93it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[27] Elapsed time 7.184 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.886936
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.11it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[28] Elapsed time 7.095 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.908757
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.22it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[29] Elapsed time 7.039 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.863037
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.07it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[30] Elapsed time 7.115 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.858032
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.25it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[31] Elapsed time 7.021 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.912128
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.22it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[32] Elapsed time 7.039 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.790350
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 11.21it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[33] Elapsed time 8.924 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.849337
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.74it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[34] Elapsed time 7.307 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.847833
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[35] Elapsed time 6.975 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.839578
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.21it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[36] Elapsed time 7.047 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.821010
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[37] Elapsed time 6.993 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.914626
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[38] Elapsed time 6.951 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.859169
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 12.39it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[39] Elapsed time 8.081 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.886848
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.30it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[40] Elapsed time 6.999 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.807580
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.76it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[41] Elapsed time 7.277 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.779034
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.03it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[42] Elapsed time 7.132 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.809570
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.42it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[43] Elapsed time 6.941 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.841307
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.36it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[44] Elapsed time 6.972 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.810362
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[45] Elapsed time 6.970 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.853330
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.38it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[46] Elapsed time 6.962 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.780570
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.27it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[47] Elapsed time 7.012 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.760754
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.39it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[48] Elapsed time 6.952 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.767428
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 12.79it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[49] Elapsed time 7.828 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.772522
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 12.13it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[50] Elapsed time 8.263 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.772948
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.34it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[51] Elapsed time 6.984 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.805954
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.16it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[52] Elapsed time 7.069 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.819101
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.88it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[53] Elapsed time 7.210 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.821819
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.61it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[54] Elapsed time 6.855 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.752469
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.38it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[55] Elapsed time 6.961 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.711014
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.42it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[56] Elapsed time 6.942 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.743156
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 12.86it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[57] Elapsed time 7.781 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.752521
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.25it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[58] Elapsed time 7.554 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.808876
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.28it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[59] Elapsed time 7.008 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.752038
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[60] Elapsed time 6.998 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.799617
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.14it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[61] Elapsed time 7.076 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.801411
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.27it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[62] Elapsed time 7.015 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.804627
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[63] Elapsed time 6.952 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.732423
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.25it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[64] Elapsed time 7.031 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.821262
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.36it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[65] Elapsed time 6.973 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.706979
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 11.51it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[66] Elapsed time 8.698 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.756927
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.12it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[67] Elapsed time 7.628 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.760317
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.17it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[68] Elapsed time 7.601 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.732061
INFO:root:Epoch[69] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[69] Elapsed time 6.995 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.758401
INFO:root:Epoch[70] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.37it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[70] Elapsed time 6.970 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.746444
INFO:root:Epoch[71] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.31it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[71] Elapsed time 6.996 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.792449
INFO:root:Epoch[72] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.28it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[72] Elapsed time 7.011 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.805942
INFO:root:Epoch[73] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.29it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[73] Elapsed time 7.005 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.742055
INFO:root:Epoch[74] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.84it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[74] Elapsed time 7.237 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.718351
INFO:root:Epoch[75] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[75] Elapsed time 6.976 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.668933
INFO:root:Epoch[76] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.34it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[76] Elapsed time 6.978 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.721582
INFO:root:Epoch[77] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.23it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[77] Elapsed time 7.037 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.720397
INFO:root:Epoch[78] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.32it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[78] Elapsed time 6.990 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.708854
INFO:root:Epoch[79] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.25it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[79] Elapsed time 7.022 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.697419
INFO:root:Epoch[80] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.36it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[80] Elapsed time 6.969 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.738796
INFO:root:Epoch[81] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 14.00it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[81] Elapsed time 7.149 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.693697
INFO:root:Epoch[82] Learning rate is 0.001
100%|██████████| 100/100 [00:07<00:00, 13.93it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[82] Elapsed time 7.190 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.754721
INFO:root:Epoch[83] Learning rate is 0.001
100%|██████████| 100/100 [00:08<00:00, 11.36it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[83] Elapsed time 8.814 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.748302
INFO:root:Epoch[84] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.58it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[84] Elapsed time 6.869 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.685289
INFO:root:Epoch[85] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.42it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[85] Elapsed time 6.940 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.727502
INFO:root:Loading parameters from best epoch (75)
INFO:root:Epoch[86] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.48it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[86] Elapsed time 6.910 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.733785
INFO:root:Epoch[87] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.36it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[87] Elapsed time 6.977 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.712869
INFO:root:Epoch[88] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.33it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[88] Elapsed time 6.983 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.659086
INFO:root:Epoch[89] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 14.25it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[89] Elapsed time 7.023 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.673134
INFO:root:Epoch[90] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 13.31it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[90] Elapsed time 7.519 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.697155
INFO:root:Epoch[91] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 13.85it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[91] Elapsed time 7.229 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.701607
INFO:root:Epoch[92] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 14.23it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[92] Elapsed time 7.031 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.639511
INFO:root:Epoch[93] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.36it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[93] Elapsed time 6.971 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.729311
INFO:root:Epoch[94] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.29it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[94] Elapsed time 7.012 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.670456
INFO:root:Epoch[95] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.40it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[95] Elapsed time 6.952 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.643205
INFO:root:Epoch[96] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.34it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[96] Elapsed time 6.983 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.699460
INFO:root:Epoch[97] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.53it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[97] Elapsed time 6.893 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.630626
INFO:root:Epoch[98] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 14.56it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[98] Elapsed time 6.873 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.662383
INFO:root:Epoch[99] Learning rate is 0.0005
100%|██████████| 100/100 [00:07<00:00, 13.05it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[99] Elapsed time 7.670 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.668830
INFO:root:Loading parameters from best epoch (97)
INFO:root:Final loss: 5.630626187324524 (occurred at epoch 97)
INFO:root:End model training
Running evaluation: 100%|██████████| 359/359 [00:29<00:00, 12.29it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  2.938536  0.088076  26.387251            0.067153            0.030391   

   seed  epochs  num_batches  
0    51     100          100  
Out[56]:
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed epochs num_batches
0 2.675979 0.083950 29.957781 0.062653 0.031221 42 100 100
0 2.685703 0.083277 28.105718 0.061119 0.028726 43 100 100
0 2.553431 0.085053 22.714060 0.061923 0.028575 44 100 100
0 2.551216 0.083366 23.017125 0.061141 0.026905 45 100 100
0 2.480305 0.092277 21.864018 0.065770 0.027685 46 100 100
0 2.749931 0.083731 28.312247 0.060692 0.027068 47 100 100
0 2.700239 0.085821 27.460034 0.063158 0.029634 48 100 100
0 3.152744 0.099731 36.241247 0.072664 0.036317 49 100 100
0 2.551079 0.086004 22.716032 0.061955 0.025813 50 100 100
0 2.938536 0.088076 26.387251 0.067153 0.030391 51 100 100

m4_daily vs. m4_daily domain

  • reload utils
  • test m4_daily vs. m4_daily_domain
  • ten trials each,
    • epochs=100, num_batches_per_epoch=100
In [14]:
results = pd.DataFrame()

for i in range(42, 52):
    print("Seed:", i)
    df = deepar(data="m4_daily_domain", seed=i, epochs=100, batches=100)
    pprint(df)
    results = results.append(df)

results
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
Seed: 42
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=7.36]
INFO:root:Epoch[0] Elapsed time 5.021 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.361301
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[1] Elapsed time 5.216 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.597530
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[2] Elapsed time 5.194 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.524238
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[3] Elapsed time 4.947 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.389166
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[4] Elapsed time 5.080 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.269193
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[5] Elapsed time 5.061 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.211874
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[6] Elapsed time 5.030 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.243960
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[7] Elapsed time 4.986 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.178839
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.73it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[8] Elapsed time 5.641 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.086871
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[9] Elapsed time 5.142 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.078915
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[10] Elapsed time 5.199 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.126639
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[11] Elapsed time 4.936 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.992250
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[12] Elapsed time 5.132 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.964662
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[13] Elapsed time 5.171 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.888766
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[14] Elapsed time 5.077 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.898431
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[15] Elapsed time 5.017 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.807030
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[16] Elapsed time 5.060 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.830407
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[17] Elapsed time 5.117 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.795975
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[18] Elapsed time 5.196 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.845881
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[19] Elapsed time 5.214 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.732688
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[20] Elapsed time 5.201 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.736377
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[21] Elapsed time 5.031 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.729979
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[22] Elapsed time 5.064 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.734093
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[23] Elapsed time 5.089 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.759420
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[24] Elapsed time 5.092 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.699125
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[25] Elapsed time 5.158 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.638276
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[26] Elapsed time 5.161 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.610807
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[27] Elapsed time 5.134 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.632663
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[28] Elapsed time 4.961 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.556131
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[29] Elapsed time 5.191 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.605475
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[30] Elapsed time 5.017 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.547162
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[31] Elapsed time 5.234 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.587642
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[32] Elapsed time 4.957 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.585744
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[33] Elapsed time 5.157 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.588057
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[34] Elapsed time 4.960 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.519832
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[35] Elapsed time 5.202 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.606572
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[36] Elapsed time 4.885 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.522026
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[37] Elapsed time 5.046 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.581159
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[38] Elapsed time 4.939 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.581405
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[39] Elapsed time 5.063 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.559741
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[40] Elapsed time 4.920 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.515251
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[41] Elapsed time 4.987 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.578835
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[42] Elapsed time 4.957 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.503409
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.11it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[43] Elapsed time 5.522 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.580922
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[44] Elapsed time 4.901 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.486971
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[45] Elapsed time 5.047 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.475431
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[46] Elapsed time 5.009 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.442843
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[47] Elapsed time 5.124 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.561663
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[48] Elapsed time 4.997 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.524724
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[49] Elapsed time 5.142 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.469093
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[50] Elapsed time 5.216 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.493677
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[51] Elapsed time 5.035 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.482244
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[52] Elapsed time 5.035 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.548290
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[53] Elapsed time 5.042 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.445007
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[54] Elapsed time 5.021 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.481874
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[55] Elapsed time 4.979 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.512843
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[56] Elapsed time 4.937 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.539715
INFO:root:Loading parameters from best epoch (46)
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[57] Elapsed time 5.104 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.433850
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[58] Elapsed time 5.174 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.487738
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[59] Elapsed time 5.127 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.476622
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[60] Elapsed time 5.049 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.513090
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[61] Elapsed time 4.938 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.419898
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[62] Elapsed time 5.000 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.459726
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[63] Elapsed time 4.959 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.422931
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[64] Elapsed time 5.037 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.496860
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[65] Elapsed time 4.907 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.418978
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[66] Elapsed time 4.990 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.449566
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[67] Elapsed time 5.014 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.435912
INFO:root:Epoch[68] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[68] Elapsed time 5.095 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.515407
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[69] Elapsed time 4.927 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.387979
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[70] Elapsed time 5.102 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.456384
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[71] Elapsed time 4.986 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.424349
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[72] Elapsed time 5.010 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.461211
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[73] Elapsed time 5.048 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.389437
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[74] Elapsed time 5.025 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.405126
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[75] Elapsed time 5.038 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.415121
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[76] Elapsed time 5.125 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.447603
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[77] Elapsed time 4.861 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.398449
INFO:root:Epoch[78] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[78] Elapsed time 5.030 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.419907
INFO:root:Epoch[79] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.26it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[79] Elapsed time 5.477 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.447545
INFO:root:Loading parameters from best epoch (69)
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[80] Elapsed time 5.069 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.467809
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[81] Elapsed time 4.897 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.419723
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[82] Elapsed time 5.021 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.388455
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[83] Elapsed time 5.027 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.389442
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[84] Elapsed time 4.994 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.493172
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[85] Elapsed time 4.921 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.436644
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[86] Elapsed time 4.994 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.401394
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[87] Elapsed time 5.028 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.378533
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[88] Elapsed time 5.011 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.433183
INFO:root:Epoch[89] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[89] Elapsed time 5.064 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.460787
INFO:root:Epoch[90] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[90] Elapsed time 5.090 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.405013
INFO:root:Epoch[91] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[91] Elapsed time 4.975 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.418750
INFO:root:Epoch[92] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[92] Elapsed time 4.981 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.469499
INFO:root:Epoch[93] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[93] Elapsed time 5.121 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.466975
INFO:root:Epoch[94] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[94] Elapsed time 4.939 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.406223
INFO:root:Epoch[95] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[95] Elapsed time 5.142 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.411096
INFO:root:Epoch[96] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[96] Elapsed time 4.962 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.418008
INFO:root:Epoch[97] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[97] Elapsed time 4.928 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.462962
INFO:root:Loading parameters from best epoch (87)
INFO:root:Epoch[98] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[98] Elapsed time 4.847 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.416425
INFO:root:Epoch[99] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[99] Elapsed time 4.965 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.419219
INFO:root:Loading parameters from best epoch (87)
INFO:root:Final loss: 5.378533210754394 (occurred at epoch 87)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.36it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.810611  0.035636  46.457133            0.032933            0.015265   

   seed  epochs  num_batches  
0    42     100          100  
Seed: 43
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571
100%|██████████| 100/100 [00:04<00:00, 21.75it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[0] Elapsed time 4.600 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.264834
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[1] Elapsed time 5.216 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.645659
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[2] Elapsed time 5.262 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.565277
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[3] Elapsed time 4.955 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.419175
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[4] Elapsed time 5.109 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.417252
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[5] Elapsed time 5.012 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.297146
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[6] Elapsed time 5.043 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.306996
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[7] Elapsed time 5.005 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.203931
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[8] Elapsed time 5.124 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.207922
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[9] Elapsed time 5.045 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.083330
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[10] Elapsed time 5.153 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.103575
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[11] Elapsed time 5.189 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.153466
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[12] Elapsed time 5.294 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.016768
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[13] Elapsed time 5.124 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.979494
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[14] Elapsed time 5.012 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.967302
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[15] Elapsed time 5.156 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.970566
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[16] Elapsed time 5.072 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.979207
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.42it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[17] Elapsed time 5.744 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.885995
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[18] Elapsed time 5.054 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.942534
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[19] Elapsed time 5.047 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.924070
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[20] Elapsed time 4.974 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.866961
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[21] Elapsed time 5.062 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.842191
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[22] Elapsed time 5.047 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.822857
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[23] Elapsed time 5.160 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.840673
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[24] Elapsed time 4.959 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.804878
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[25] Elapsed time 5.060 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.854376
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[26] Elapsed time 5.071 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.763844
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[27] Elapsed time 5.144 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.797622
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[28] Elapsed time 4.994 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.784827
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[29] Elapsed time 5.166 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.747191
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[30] Elapsed time 5.090 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.726119
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[31] Elapsed time 5.091 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.781768
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[32] Elapsed time 5.007 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.789497
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[33] Elapsed time 5.161 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.787734
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[34] Elapsed time 5.081 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.658351
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[35] Elapsed time 5.041 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.844877
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[36] Elapsed time 4.985 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.682026
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[37] Elapsed time 5.079 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.652452
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[38] Elapsed time 5.109 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.597433
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[39] Elapsed time 5.148 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.762333
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[40] Elapsed time 5.078 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.629700
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[41] Elapsed time 5.045 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.617785
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[42] Elapsed time 5.065 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.619904
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[43] Elapsed time 4.944 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.720768
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[44] Elapsed time 5.178 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.731618
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[45] Elapsed time 5.078 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.653446
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[46] Elapsed time 5.232 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.652720
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[47] Elapsed time 5.055 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.620850
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[48] Elapsed time 5.123 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.729947
INFO:root:Loading parameters from best epoch (38)
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[49] Elapsed time 5.016 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.584341
INFO:root:Epoch[50] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[50] Elapsed time 5.191 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.615295
INFO:root:Epoch[51] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[51] Elapsed time 5.092 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.558002
INFO:root:Epoch[52] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 17.39it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[52] Elapsed time 5.752 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.691392
INFO:root:Epoch[53] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[53] Elapsed time 4.895 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.573837
INFO:root:Epoch[54] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[54] Elapsed time 5.077 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.549358
INFO:root:Epoch[55] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[55] Elapsed time 5.053 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.573907
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[56] Elapsed time 5.069 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.593844
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[57] Elapsed time 4.984 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.594342
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[58] Elapsed time 5.100 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.590393
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[59] Elapsed time 5.173 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.560411
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[60] Elapsed time 5.156 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.608532
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[61] Elapsed time 4.925 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.540899
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[62] Elapsed time 5.258 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.531045
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[63] Elapsed time 5.057 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.566512
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[64] Elapsed time 5.232 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.612177
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[65] Elapsed time 5.150 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.566325
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[66] Elapsed time 5.063 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.594402
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[67] Elapsed time 5.081 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.505243
INFO:root:Epoch[68] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[68] Elapsed time 5.110 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.578382
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[69] Elapsed time 5.203 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.596821
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[70] Elapsed time 5.160 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.551815
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[71] Elapsed time 5.352 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.524695
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[72] Elapsed time 5.067 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.506806
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[73] Elapsed time 5.150 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.569223
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[74] Elapsed time 5.057 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.518309
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[75] Elapsed time 5.327 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.554678
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[76] Elapsed time 4.990 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.517119
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[77] Elapsed time 5.059 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.589703
INFO:root:Loading parameters from best epoch (67)
INFO:root:Epoch[78] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[78] Elapsed time 5.058 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.527259
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[79] Elapsed time 5.139 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.512608
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[80] Elapsed time 5.042 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.506378
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[81] Elapsed time 5.103 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.552183
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[82] Elapsed time 5.005 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.521669
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[83] Elapsed time 5.390 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.487149
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[84] Elapsed time 5.166 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.490947
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[85] Elapsed time 5.326 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.591611
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[86] Elapsed time 4.964 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.531153
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 17.43it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[87] Elapsed time 5.741 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.476744
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[88] Elapsed time 5.036 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.478813
INFO:root:Epoch[89] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[89] Elapsed time 5.086 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.572619
INFO:root:Epoch[90] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[90] Elapsed time 4.895 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.487744
INFO:root:Epoch[91] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[91] Elapsed time 5.207 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.474942
INFO:root:Epoch[92] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[92] Elapsed time 5.308 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.479773
INFO:root:Epoch[93] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[93] Elapsed time 5.034 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.590729
INFO:root:Epoch[94] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[94] Elapsed time 5.023 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.481782
INFO:root:Epoch[95] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[95] Elapsed time 5.067 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.527630
INFO:root:Epoch[96] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[96] Elapsed time 4.932 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.483050
INFO:root:Epoch[97] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[97] Elapsed time 5.069 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.536145
INFO:root:Epoch[98] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[98] Elapsed time 5.156 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.508335
INFO:root:Epoch[99] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[99] Elapsed time 5.065 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.464155
INFO:root:Loading parameters from best epoch (99)
INFO:root:Final loss: 5.464154558181763 (occurred at epoch 99)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:53<00:00, 24.37it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE      MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  4.686141  0.041681  69.08875            0.038529            0.021287    43   

   epochs  num_batches  
0     100          100  
Seed: 44
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=7.27]
INFO:root:Epoch[0] Elapsed time 5.021 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.271277
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.55it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[1] Elapsed time 5.393 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.555693
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[2] Elapsed time 5.244 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.525706
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.48it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[3] Elapsed time 5.413 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.409730
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[4] Elapsed time 5.285 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.312046
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[5] Elapsed time 5.253 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.307779
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.52it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[6] Elapsed time 5.401 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.306952
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[7] Elapsed time 5.223 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.194353
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.60it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[8] Elapsed time 5.377 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.116412
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[9] Elapsed time 5.102 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.050471
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[10] Elapsed time 5.265 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.159482
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[11] Elapsed time 5.247 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.021336
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[12] Elapsed time 5.391 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.089918
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[13] Elapsed time 5.155 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.944480
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=6]
INFO:root:Epoch[14] Elapsed time 5.338 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.000162
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[15] Elapsed time 5.213 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.932000
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[16] Elapsed time 5.231 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.897090
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[17] Elapsed time 5.121 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.916555
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[18] Elapsed time 5.081 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.976522
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[19] Elapsed time 5.097 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.853463
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[20] Elapsed time 5.134 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.852508
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[21] Elapsed time 5.137 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.864662
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[22] Elapsed time 4.989 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.918599
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.56it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[23] Elapsed time 5.698 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.895741
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[24] Elapsed time 5.034 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.836690
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[25] Elapsed time 5.049 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.850462
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[26] Elapsed time 5.065 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.868553
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[27] Elapsed time 5.047 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.794777
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[28] Elapsed time 5.077 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.766200
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[29] Elapsed time 5.181 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.745010
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[30] Elapsed time 5.152 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.806152
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[31] Elapsed time 5.098 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.891851
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[32] Elapsed time 5.114 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.730232
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[33] Elapsed time 5.266 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.690757
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[34] Elapsed time 5.081 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.688109
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[35] Elapsed time 5.068 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.830598
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[36] Elapsed time 5.067 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.719619
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[37] Elapsed time 5.135 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.838069
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[38] Elapsed time 5.135 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.694697
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[39] Elapsed time 5.103 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.772262
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[40] Elapsed time 5.012 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.695577
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[41] Elapsed time 5.162 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.692203
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[42] Elapsed time 5.114 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.607423
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[43] Elapsed time 5.114 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.811562
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[44] Elapsed time 5.154 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.695299
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[45] Elapsed time 5.189 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.730180
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[46] Elapsed time 5.068 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.592645
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[47] Elapsed time 5.208 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.741289
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[48] Elapsed time 5.016 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.633645
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[49] Elapsed time 5.099 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.612300
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[50] Elapsed time 5.116 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.574038
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[51] Elapsed time 5.165 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.738521
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[52] Elapsed time 5.081 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.626130
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[53] Elapsed time 4.984 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.622033
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[54] Elapsed time 5.126 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.619078
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[55] Elapsed time 5.065 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.620054
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[56] Elapsed time 5.002 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.605854
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[57] Elapsed time 5.013 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.581668
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.17it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[58] Elapsed time 5.826 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.527928
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[59] Elapsed time 5.000 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.663445
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[60] Elapsed time 5.084 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.584828
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[61] Elapsed time 5.102 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.480489
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[62] Elapsed time 5.258 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.491174
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[63] Elapsed time 5.091 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.520006
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[64] Elapsed time 5.186 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.514592
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[65] Elapsed time 5.077 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.468953
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[66] Elapsed time 5.116 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.520138
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[67] Elapsed time 5.051 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.468836
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[68] Elapsed time 5.073 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.559332
INFO:root:Epoch[69] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[69] Elapsed time 5.036 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.446393
INFO:root:Epoch[70] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[70] Elapsed time 5.187 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.497754
INFO:root:Epoch[71] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[71] Elapsed time 5.104 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.452082
INFO:root:Epoch[72] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[72] Elapsed time 5.091 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.532391
INFO:root:Epoch[73] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[73] Elapsed time 4.972 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.458816
INFO:root:Epoch[74] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[74] Elapsed time 5.153 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.460918
INFO:root:Epoch[75] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[75] Elapsed time 5.091 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.416833
INFO:root:Epoch[76] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[76] Elapsed time 5.105 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.514868
INFO:root:Epoch[77] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[77] Elapsed time 5.067 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.520262
INFO:root:Epoch[78] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[78] Elapsed time 5.016 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.485990
INFO:root:Epoch[79] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[79] Elapsed time 5.120 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.433316
INFO:root:Epoch[80] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[80] Elapsed time 5.103 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.471553
INFO:root:Epoch[81] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[81] Elapsed time 5.182 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.504350
INFO:root:Epoch[82] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[82] Elapsed time 4.983 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.442595
INFO:root:Epoch[83] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[83] Elapsed time 5.175 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.444620
INFO:root:Epoch[84] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[84] Elapsed time 5.191 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.467335
INFO:root:Epoch[85] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[85] Elapsed time 5.226 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.483019
INFO:root:Loading parameters from best epoch (75)
INFO:root:Epoch[86] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[86] Elapsed time 5.009 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.478895
INFO:root:Epoch[87] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[87] Elapsed time 5.078 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.419602
INFO:root:Epoch[88] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[88] Elapsed time 5.060 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.389587
INFO:root:Epoch[89] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[89] Elapsed time 5.115 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.516376
INFO:root:Epoch[90] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[90] Elapsed time 4.935 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.445384
INFO:root:Epoch[91] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[91] Elapsed time 5.044 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.409746
INFO:root:Epoch[92] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[92] Elapsed time 4.980 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.388094
INFO:root:Epoch[93] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.45it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[93] Elapsed time 5.421 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.488366
INFO:root:Epoch[94] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[94] Elapsed time 5.276 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.444585
INFO:root:Epoch[95] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[95] Elapsed time 4.993 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.413196
INFO:root:Epoch[96] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[96] Elapsed time 4.974 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.392183
INFO:root:Epoch[97] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[97] Elapsed time 5.208 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.446370
INFO:root:Epoch[98] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[98] Elapsed time 4.952 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.397400
INFO:root:Epoch[99] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[99] Elapsed time 5.123 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.453799
INFO:root:Loading parameters from best epoch (92)
INFO:root:Final loss: 5.388093776702881 (occurred at epoch 92)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.35it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.648795  0.034095  44.136896            0.029586            0.013566   

   seed  epochs  num_batches  
0    44     100          100  
Seed: 45
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571
100%|██████████| 100/100 [00:04<00:00, 21.07it/s, avg_epoch_loss=7.21]
INFO:root:Epoch[0] Elapsed time 4.749 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.206096
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[1] Elapsed time 5.139 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.525294
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[2] Elapsed time 5.182 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.527155
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[3] Elapsed time 5.092 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.329723
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[4] Elapsed time 5.117 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.326297
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[5] Elapsed time 5.064 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.289796
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[6] Elapsed time 5.120 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.321371
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[7] Elapsed time 5.033 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.146479
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[8] Elapsed time 5.167 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.165751
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[9] Elapsed time 5.097 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.073891
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[10] Elapsed time 5.114 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.100550
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[11] Elapsed time 5.039 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.066194
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[12] Elapsed time 5.072 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.925830
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[13] Elapsed time 5.125 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.923567
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[14] Elapsed time 5.060 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.019233
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[15] Elapsed time 5.264 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.993153
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[16] Elapsed time 5.087 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.974283
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[17] Elapsed time 5.159 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.872593
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[18] Elapsed time 5.058 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.982177
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[19] Elapsed time 5.179 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.957376
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[20] Elapsed time 5.059 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.832356
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[21] Elapsed time 5.128 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.872389
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[22] Elapsed time 5.174 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.824824
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[23] Elapsed time 5.103 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.891721
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[24] Elapsed time 4.986 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.786389
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[25] Elapsed time 5.128 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.766124
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[26] Elapsed time 5.155 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.797552
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[27] Elapsed time 5.084 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.817059
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[28] Elapsed time 5.022 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.835726
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[29] Elapsed time 5.145 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.711674
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[30] Elapsed time 5.054 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.712071
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.66it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[31] Elapsed time 5.665 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.769276
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[32] Elapsed time 5.027 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.703357
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[33] Elapsed time 5.108 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.715297
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[34] Elapsed time 5.169 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.573791
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[35] Elapsed time 5.032 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.797862
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[36] Elapsed time 5.197 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.691958
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[37] Elapsed time 4.985 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.667390
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[38] Elapsed time 5.190 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.594586
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[39] Elapsed time 5.048 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.621434
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[40] Elapsed time 5.126 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.819597
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[41] Elapsed time 5.041 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.630464
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[42] Elapsed time 5.119 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.639716
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[43] Elapsed time 5.035 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.595112
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[44] Elapsed time 5.121 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.643829
INFO:root:Loading parameters from best epoch (34)
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[45] Elapsed time 5.039 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.602048
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[46] Elapsed time 5.129 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.597878
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[47] Elapsed time 5.014 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.582431
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[48] Elapsed time 5.080 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.607439
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[49] Elapsed time 5.072 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.561442
INFO:root:Epoch[50] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[50] Elapsed time 5.187 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.563523
INFO:root:Epoch[51] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[51] Elapsed time 5.029 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.556190
INFO:root:Epoch[52] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[52] Elapsed time 5.087 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.604645
INFO:root:Epoch[53] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[53] Elapsed time 5.055 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.563869
INFO:root:Epoch[54] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[54] Elapsed time 5.092 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.588580
INFO:root:Epoch[55] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[55] Elapsed time 5.070 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.564739
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[56] Elapsed time 5.198 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.600357
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[57] Elapsed time 4.999 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.564913
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[58] Elapsed time 5.021 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.536352
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[59] Elapsed time 4.969 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.553832
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[60] Elapsed time 5.062 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.604385
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[61] Elapsed time 5.042 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.510277
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[62] Elapsed time 5.149 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.568614
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[63] Elapsed time 5.197 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.536992
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[64] Elapsed time 5.278 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.680750
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[65] Elapsed time 4.970 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.579589
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.16it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[66] Elapsed time 5.511 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.518719
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.39it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[67] Elapsed time 5.439 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.494511
INFO:root:Epoch[68] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[68] Elapsed time 5.039 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.555355
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[69] Elapsed time 5.155 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.527771
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[70] Elapsed time 5.017 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.511425
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[71] Elapsed time 5.125 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.509835
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[72] Elapsed time 5.038 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.504546
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[73] Elapsed time 5.215 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.641490
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[74] Elapsed time 5.030 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.498212
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[75] Elapsed time 5.148 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.507902
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[76] Elapsed time 5.135 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.503682
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[77] Elapsed time 5.122 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.565621
INFO:root:Loading parameters from best epoch (67)
INFO:root:Epoch[78] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[78] Elapsed time 5.072 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.512672
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[79] Elapsed time 5.076 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.444355
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[80] Elapsed time 5.132 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.492623
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[81] Elapsed time 5.132 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.500365
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[82] Elapsed time 5.093 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.538091
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[83] Elapsed time 5.209 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.488360
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[84] Elapsed time 5.120 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.511236
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[85] Elapsed time 5.096 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.500400
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[86] Elapsed time 5.307 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.520683
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[87] Elapsed time 4.986 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.508089
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[88] Elapsed time 5.089 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.458784
INFO:root:Epoch[89] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[89] Elapsed time 5.210 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.459580
INFO:root:Loading parameters from best epoch (79)
INFO:root:Epoch[90] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[90] Elapsed time 5.244 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.560780
INFO:root:Epoch[91] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[91] Elapsed time 4.989 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.475539
INFO:root:Epoch[92] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[92] Elapsed time 5.067 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.456567
INFO:root:Epoch[93] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[93] Elapsed time 4.998 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.493899
INFO:root:Epoch[94] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[94] Elapsed time 5.112 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.541910
INFO:root:Epoch[95] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[95] Elapsed time 5.085 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.489682
INFO:root:Epoch[96] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[96] Elapsed time 5.108 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.471261
INFO:root:Epoch[97] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[97] Elapsed time 4.998 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.496315
INFO:root:Epoch[98] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[98] Elapsed time 5.023 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.560337
INFO:root:Epoch[99] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[99] Elapsed time 5.155 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.463348
INFO:root:Loading parameters from best epoch (79)
INFO:root:Loading parameters from best epoch (79)
INFO:root:Final loss: 5.444354572296143 (occurred at epoch 79)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.32it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
      MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  3.86877  0.035711  53.745233             0.03318            0.016892    45   

   epochs  num_batches  
0     100          100  
Seed: 46
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571
100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[0] Elapsed time 4.797 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.075297
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[1] Elapsed time 5.177 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.549395
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[2] Elapsed time 5.206 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.517536
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[3] Elapsed time 4.995 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.343182
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.65it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[4] Elapsed time 5.667 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.344967
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[5] Elapsed time 5.074 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.205600
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[6] Elapsed time 5.211 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.243877
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[7] Elapsed time 5.025 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.170590
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[8] Elapsed time 5.165 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.058087
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6]
INFO:root:Epoch[9] Elapsed time 5.056 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=5.997648
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[10] Elapsed time 5.147 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.075127
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[11] Elapsed time 5.090 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.979831
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[12] Elapsed time 5.110 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.948699
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[13] Elapsed time 5.035 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.938279
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[14] Elapsed time 5.090 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.019677
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[15] Elapsed time 4.956 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.838836
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[16] Elapsed time 5.151 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.917527
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[17] Elapsed time 5.251 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.904107
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[18] Elapsed time 5.314 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.897446
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[19] Elapsed time 4.976 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.859947
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[20] Elapsed time 5.128 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.813031
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[21] Elapsed time 5.086 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.776972
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[22] Elapsed time 5.006 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.890287
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[23] Elapsed time 5.286 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.811024
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[24] Elapsed time 5.024 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.743629
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[25] Elapsed time 5.105 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.761393
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[26] Elapsed time 4.954 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.752652
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[27] Elapsed time 5.190 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.723941
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[28] Elapsed time 5.003 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.648539
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[29] Elapsed time 5.106 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.680069
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[30] Elapsed time 5.052 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.616540
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[31] Elapsed time 5.068 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.672248
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[32] Elapsed time 4.955 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.609755
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[33] Elapsed time 5.070 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.588744
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[34] Elapsed time 4.973 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.646293
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[35] Elapsed time 5.181 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.668359
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[36] Elapsed time 4.941 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.666949
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[37] Elapsed time 5.133 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.584953
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[38] Elapsed time 4.963 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.552912
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.67it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[39] Elapsed time 5.358 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.565469
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[40] Elapsed time 5.235 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.573756
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[41] Elapsed time 5.139 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.576516
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[42] Elapsed time 5.000 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.505407
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[43] Elapsed time 5.081 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.570922
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[44] Elapsed time 4.960 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.492975
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[45] Elapsed time 5.109 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.530193
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[46] Elapsed time 5.106 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.550944
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[47] Elapsed time 5.016 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.619756
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[48] Elapsed time 4.965 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.502408
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[49] Elapsed time 5.110 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.526229
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[50] Elapsed time 5.028 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.492626
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[51] Elapsed time 5.126 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.520675
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[52] Elapsed time 5.060 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.486498
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[53] Elapsed time 5.075 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.506153
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[54] Elapsed time 5.171 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.501112
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[55] Elapsed time 5.206 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.585916
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[56] Elapsed time 4.979 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.532433
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[57] Elapsed time 5.204 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.534287
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[58] Elapsed time 5.163 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.428178
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[59] Elapsed time 5.057 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.541561
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[60] Elapsed time 5.035 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.482678
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[61] Elapsed time 5.002 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.458247
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[62] Elapsed time 5.063 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.429444
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[63] Elapsed time 5.002 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.514229
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[64] Elapsed time 5.046 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.474711
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[65] Elapsed time 5.052 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.564455
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[66] Elapsed time 5.219 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.470255
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[67] Elapsed time 5.160 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.475608
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[68] Elapsed time 5.109 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.565113
INFO:root:Loading parameters from best epoch (58)
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[69] Elapsed time 5.234 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.458875
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[70] Elapsed time 5.143 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.438557
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[71] Elapsed time 5.134 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.428888
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[72] Elapsed time 5.236 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.474862
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[73] Elapsed time 4.993 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.389503
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[74] Elapsed time 5.247 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.446005
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 17.67it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[75] Elapsed time 5.661 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.449589
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[76] Elapsed time 5.131 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.492294
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[77] Elapsed time 5.036 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.430829
INFO:root:Epoch[78] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[78] Elapsed time 5.065 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.384875
INFO:root:Epoch[79] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[79] Elapsed time 5.003 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.429068
INFO:root:Epoch[80] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[80] Elapsed time 5.124 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.488657
INFO:root:Epoch[81] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[81] Elapsed time 4.999 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.418364
INFO:root:Epoch[82] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[82] Elapsed time 5.062 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.362253
INFO:root:Epoch[83] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[83] Elapsed time 5.066 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.406728
INFO:root:Epoch[84] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[84] Elapsed time 5.045 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.490513
INFO:root:Epoch[85] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[85] Elapsed time 5.002 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.438497
INFO:root:Epoch[86] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[86] Elapsed time 5.085 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.427026
INFO:root:Epoch[87] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[87] Elapsed time 5.003 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.395636
INFO:root:Epoch[88] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[88] Elapsed time 5.115 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.470874
INFO:root:Epoch[89] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[89] Elapsed time 5.010 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.515091
INFO:root:Epoch[90] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[90] Elapsed time 5.067 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.444735
INFO:root:Epoch[91] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[91] Elapsed time 5.043 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.349025
INFO:root:Epoch[92] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[92] Elapsed time 5.082 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.500665
INFO:root:Epoch[93] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[93] Elapsed time 4.992 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.458038
INFO:root:Epoch[94] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[94] Elapsed time 5.031 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.375250
INFO:root:Epoch[95] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[95] Elapsed time 5.011 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.363636
INFO:root:Epoch[96] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[96] Elapsed time 5.116 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.534211
INFO:root:Epoch[97] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[97] Elapsed time 5.210 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.421038
INFO:root:Epoch[98] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[98] Elapsed time 5.307 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.429714
INFO:root:Epoch[99] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[99] Elapsed time 5.105 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.417493
INFO:root:Loading parameters from best epoch (91)
INFO:root:Final loss: 5.349024648666382 (occurred at epoch 91)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.34it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.486731  0.033482  41.862445            0.028125            0.013472   

   seed  epochs  num_batches  
0    46     100          100  
Seed: 47
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571
100%|██████████| 100/100 [00:04<00:00, 21.03it/s, avg_epoch_loss=7.33]
INFO:root:Epoch[0] Elapsed time 4.757 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.327109
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[1] Elapsed time 5.146 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.588857
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[2] Elapsed time 5.071 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.512587
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[3] Elapsed time 5.028 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.407704
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[4] Elapsed time 5.104 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.353937
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[5] Elapsed time 5.323 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.307379
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[6] Elapsed time 5.200 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.317198
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[7] Elapsed time 5.056 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.213683
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[8] Elapsed time 5.174 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.118264
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[9] Elapsed time 5.103 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.094956
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[10] Elapsed time 5.035 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.100884
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[11] Elapsed time 5.089 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.051565
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[12] Elapsed time 5.244 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.083501
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.79it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[13] Elapsed time 5.623 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.947045
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[14] Elapsed time 5.122 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.956699
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[15] Elapsed time 5.176 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.970286
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[16] Elapsed time 4.975 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.950369
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[17] Elapsed time 5.114 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.914085
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[18] Elapsed time 5.190 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.842005
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[19] Elapsed time 5.235 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.874073
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[20] Elapsed time 5.045 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.860696
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[21] Elapsed time 5.182 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.829351
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[22] Elapsed time 5.015 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.861112
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[23] Elapsed time 5.115 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.823494
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[24] Elapsed time 5.038 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.855068
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[25] Elapsed time 5.182 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.707214
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[26] Elapsed time 5.063 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.833466
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[27] Elapsed time 5.013 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.826300
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[28] Elapsed time 5.038 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.726943
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[29] Elapsed time 5.120 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.664954
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[30] Elapsed time 5.094 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.703487
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[31] Elapsed time 5.020 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.712102
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[32] Elapsed time 4.972 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.658007
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[33] Elapsed time 5.117 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.602082
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[34] Elapsed time 5.097 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.619303
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[35] Elapsed time 5.196 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.654901
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[36] Elapsed time 5.017 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.617695
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[37] Elapsed time 5.218 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.714732
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[38] Elapsed time 5.109 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.617921
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[39] Elapsed time 5.172 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.657180
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[40] Elapsed time 4.935 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.616374
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[41] Elapsed time 5.133 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.602026
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[42] Elapsed time 5.146 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.521560
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[43] Elapsed time 5.081 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.634575
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[44] Elapsed time 5.022 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.572052
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[45] Elapsed time 5.151 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.573686
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[46] Elapsed time 5.126 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.499739
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[47] Elapsed time 5.206 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.558295
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.58it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[48] Elapsed time 5.691 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.648332
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[49] Elapsed time 5.039 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.555289
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[50] Elapsed time 5.193 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.564280
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[51] Elapsed time 5.106 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.508963
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[52] Elapsed time 5.120 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.533878
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[53] Elapsed time 5.225 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.550622
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[54] Elapsed time 5.115 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.524308
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[55] Elapsed time 5.076 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.519973
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[56] Elapsed time 5.092 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.595245
INFO:root:Loading parameters from best epoch (46)
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[57] Elapsed time 5.167 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.492833
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[58] Elapsed time 5.140 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.485969
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[59] Elapsed time 5.064 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.465268
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[60] Elapsed time 5.075 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.557055
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[61] Elapsed time 5.015 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.467571
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[62] Elapsed time 5.106 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.451809
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[63] Elapsed time 5.078 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.493105
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[64] Elapsed time 5.114 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.558588
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[65] Elapsed time 5.072 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.527852
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[66] Elapsed time 5.206 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.449809
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[67] Elapsed time 5.107 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.416952
INFO:root:Epoch[68] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[68] Elapsed time 4.975 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.510160
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[69] Elapsed time 5.053 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.493964
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[70] Elapsed time 4.973 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.479159
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[71] Elapsed time 5.054 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.443050
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[72] Elapsed time 5.033 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.468079
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[73] Elapsed time 5.091 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.481675
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[74] Elapsed time 5.004 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.457822
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[75] Elapsed time 5.084 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.468463
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[76] Elapsed time 5.158 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.461796
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[77] Elapsed time 5.241 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.504532
INFO:root:Loading parameters from best epoch (67)
INFO:root:Epoch[78] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[78] Elapsed time 4.970 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.478937
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[79] Elapsed time 5.154 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.461743
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[80] Elapsed time 4.994 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.428762
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[81] Elapsed time 5.127 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.501630
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[82] Elapsed time 4.994 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.441043
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 17.59it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[83] Elapsed time 5.688 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.429689
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[84] Elapsed time 4.979 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.445980
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[85] Elapsed time 5.022 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.515895
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[86] Elapsed time 4.975 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.422081
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[87] Elapsed time 5.042 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.442767
INFO:root:Loading parameters from best epoch (67)
INFO:root:Epoch[88] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[88] Elapsed time 5.013 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.463420
INFO:root:Epoch[89] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[89] Elapsed time 5.131 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.493225
INFO:root:Epoch[90] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[90] Elapsed time 5.006 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.450130
INFO:root:Epoch[91] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[91] Elapsed time 5.034 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.417984
INFO:root:Epoch[92] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[92] Elapsed time 5.002 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.416459
INFO:root:Epoch[93] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[93] Elapsed time 4.981 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.476418
INFO:root:Epoch[94] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[94] Elapsed time 4.968 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.431889
INFO:root:Epoch[95] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[95] Elapsed time 5.111 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.457712
INFO:root:Epoch[96] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[96] Elapsed time 5.010 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.438474
INFO:root:Epoch[97] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[97] Elapsed time 5.088 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.509986
INFO:root:Epoch[98] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[98] Elapsed time 4.924 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.437673
INFO:root:Epoch[99] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[99] Elapsed time 5.126 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.433623
INFO:root:Loading parameters from best epoch (92)
INFO:root:Final loss: 5.4164589452743535 (occurred at epoch 92)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.31it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.536524  0.033463  45.310314            0.027968            0.013934   

   seed  epochs  num_batches  
0    47     100          100  
Seed: 48
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571
100%|██████████| 100/100 [00:04<00:00, 21.25it/s, avg_epoch_loss=7.32]
INFO:root:Epoch[0] Elapsed time 4.709 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.315512
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[1] Elapsed time 5.143 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.508927
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[2] Elapsed time 5.088 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.489106
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[3] Elapsed time 5.061 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.355872
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[4] Elapsed time 5.115 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.344730
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[5] Elapsed time 5.037 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.173587
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[6] Elapsed time 5.056 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.341113
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[7] Elapsed time 4.922 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.119813
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[8] Elapsed time 5.288 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.106671
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[9] Elapsed time 5.089 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.143794
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[10] Elapsed time 5.081 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.103299
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[11] Elapsed time 4.984 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.015916
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[12] Elapsed time 5.207 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.956588
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[13] Elapsed time 5.192 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.985758
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[14] Elapsed time 5.054 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.016257
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[15] Elapsed time 5.043 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.009735
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[16] Elapsed time 5.124 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.886878
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[17] Elapsed time 5.100 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.819417
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[18] Elapsed time 5.059 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.896672
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[19] Elapsed time 5.155 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.859518
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[20] Elapsed time 5.011 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.746545
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.23it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[21] Elapsed time 5.806 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.729225
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[22] Elapsed time 5.062 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.874482
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[23] Elapsed time 5.115 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.812793
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[24] Elapsed time 5.161 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.835462
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[25] Elapsed time 5.114 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.704407
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[26] Elapsed time 5.161 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.688556
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[27] Elapsed time 5.084 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.754730
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[28] Elapsed time 5.008 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.723795
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[29] Elapsed time 5.035 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.680971
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[30] Elapsed time 5.210 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.704636
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[31] Elapsed time 5.103 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.708510
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[32] Elapsed time 5.022 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.626168
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[33] Elapsed time 5.148 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.634628
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[34] Elapsed time 5.063 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.592664
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[35] Elapsed time 5.157 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.733606
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[36] Elapsed time 4.971 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.624113
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[37] Elapsed time 5.068 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.625750
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[38] Elapsed time 4.969 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.630708
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[39] Elapsed time 5.209 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.594367
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[40] Elapsed time 4.929 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.594264
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[41] Elapsed time 5.113 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.564786
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[42] Elapsed time 5.245 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.591109
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[43] Elapsed time 5.044 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.625564
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[44] Elapsed time 4.995 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.551321
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[45] Elapsed time 5.170 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.545909
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[46] Elapsed time 5.112 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.481947
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[47] Elapsed time 5.343 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.607160
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[48] Elapsed time 5.050 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.539474
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[49] Elapsed time 5.309 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.534982
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[50] Elapsed time 5.091 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.479580
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[51] Elapsed time 5.045 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.568380
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[52] Elapsed time 5.130 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.494884
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[53] Elapsed time 5.181 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.507409
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[54] Elapsed time 5.018 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.524291
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[55] Elapsed time 5.140 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.566222
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.49it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[56] Elapsed time 5.718 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.563761
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[57] Elapsed time 5.001 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.481467
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[58] Elapsed time 5.160 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.533633
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[59] Elapsed time 5.100 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.493492
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[60] Elapsed time 5.142 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.494520
INFO:root:Loading parameters from best epoch (50)
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[61] Elapsed time 4.983 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.450583
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[62] Elapsed time 5.091 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.456019
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[63] Elapsed time 5.017 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.429698
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[64] Elapsed time 5.079 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.497632
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[65] Elapsed time 5.076 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.459336
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[66] Elapsed time 5.084 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.449489
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[67] Elapsed time 5.054 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.419747
INFO:root:Epoch[68] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[68] Elapsed time 5.209 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.453298
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[69] Elapsed time 4.944 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.481405
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[70] Elapsed time 5.126 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.422354
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[71] Elapsed time 5.072 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.477912
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[72] Elapsed time 5.015 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.460974
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[73] Elapsed time 4.971 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.468309
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[74] Elapsed time 5.091 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.437903
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[75] Elapsed time 4.998 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.433098
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[76] Elapsed time 5.135 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.479101
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[77] Elapsed time 5.065 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.454463
INFO:root:Loading parameters from best epoch (67)
INFO:root:Epoch[78] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[78] Elapsed time 5.110 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.456393
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[79] Elapsed time 5.065 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.435423
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[80] Elapsed time 5.116 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.516817
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[81] Elapsed time 5.015 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.419892
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[82] Elapsed time 5.111 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.429972
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[83] Elapsed time 5.052 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.414821
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[84] Elapsed time 5.270 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.478157
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[85] Elapsed time 4.984 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.465303
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[86] Elapsed time 5.183 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.425515
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[87] Elapsed time 5.155 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.395568
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[88] Elapsed time 5.112 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.522076
INFO:root:Epoch[89] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[89] Elapsed time 4.961 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.442045
INFO:root:Epoch[90] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[90] Elapsed time 5.059 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.363628
INFO:root:Epoch[91] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 17.57it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[91] Elapsed time 5.694 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.430243
INFO:root:Epoch[92] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[92] Elapsed time 5.265 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.517769
INFO:root:Epoch[93] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[93] Elapsed time 4.997 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.424155
INFO:root:Epoch[94] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[94] Elapsed time 5.110 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.381910
INFO:root:Epoch[95] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[95] Elapsed time 5.122 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.407845
INFO:root:Epoch[96] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[96] Elapsed time 5.085 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.440927
INFO:root:Epoch[97] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[97] Elapsed time 5.199 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.436802
INFO:root:Epoch[98] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[98] Elapsed time 5.056 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.407069
INFO:root:Epoch[99] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[99] Elapsed time 5.057 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.396225
INFO:root:Loading parameters from best epoch (90)
INFO:root:Final loss: 5.363628211021424 (occurred at epoch 90)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.36it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.490511  0.032395  44.574563            0.028979            0.014046   

   seed  epochs  num_batches  
0    48     100          100  
Seed: 49
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571
100%|██████████| 100/100 [00:04<00:00, 21.04it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[0] Elapsed time 4.755 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.152857
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[1] Elapsed time 5.306 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.538895
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[2] Elapsed time 5.109 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.456689
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[3] Elapsed time 5.007 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.342433
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[4] Elapsed time 5.135 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.309174
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[5] Elapsed time 5.074 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.258196
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[6] Elapsed time 5.034 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.275175
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[7] Elapsed time 5.162 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.162684
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[8] Elapsed time 5.187 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.054666
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[9] Elapsed time 5.060 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.045091
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[10] Elapsed time 5.122 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.091512
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[11] Elapsed time 5.052 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.939083
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[12] Elapsed time 5.112 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.937176
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=6]
INFO:root:Epoch[13] Elapsed time 5.284 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.998662
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[14] Elapsed time 5.093 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.965586
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[15] Elapsed time 5.003 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.840311
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[16] Elapsed time 5.065 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.859875
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[17] Elapsed time 5.025 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.808780
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[18] Elapsed time 5.238 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.961564
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[19] Elapsed time 4.984 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.792126
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[20] Elapsed time 5.139 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.777128
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[21] Elapsed time 5.022 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.707173
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[22] Elapsed time 5.075 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.824678
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[23] Elapsed time 5.065 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.724280
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[24] Elapsed time 5.175 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.686631
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[25] Elapsed time 5.165 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.629978
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[26] Elapsed time 5.087 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.665104
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[27] Elapsed time 5.271 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.754773
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[28] Elapsed time 5.062 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.678662
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 16.90it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[29] Elapsed time 5.919 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.649870
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[30] Elapsed time 5.223 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.666871
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[31] Elapsed time 5.246 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.685297
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[32] Elapsed time 5.080 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.620828
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[33] Elapsed time 5.373 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.595372
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[34] Elapsed time 5.156 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.632932
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[35] Elapsed time 5.246 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.642539
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[36] Elapsed time 5.107 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.619529
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[37] Elapsed time 5.209 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.622880
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[38] Elapsed time 5.191 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.676320
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[39] Elapsed time 5.268 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.662803
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[40] Elapsed time 5.159 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.554064
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[41] Elapsed time 5.137 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.588985
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[42] Elapsed time 5.258 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.635023
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[43] Elapsed time 5.175 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.632975
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[44] Elapsed time 5.022 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.533052
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[45] Elapsed time 5.161 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.512436
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[46] Elapsed time 5.162 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.501261
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[47] Elapsed time 5.090 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.576600
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[48] Elapsed time 5.103 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.576826
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[49] Elapsed time 5.031 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.505254
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[50] Elapsed time 5.128 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.484861
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[51] Elapsed time 5.069 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.520977
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[52] Elapsed time 5.091 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.526824
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[53] Elapsed time 5.020 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.524989
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[54] Elapsed time 5.111 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.461046
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[55] Elapsed time 5.141 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.512891
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[56] Elapsed time 5.112 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.572928
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[57] Elapsed time 5.021 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.465877
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[58] Elapsed time 5.093 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.469033
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[59] Elapsed time 5.067 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.434025
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[60] Elapsed time 5.116 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.551944
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[61] Elapsed time 5.160 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.544662
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[62] Elapsed time 5.107 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.541996
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[63] Elapsed time 4.971 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.425020
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.50it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[64] Elapsed time 5.714 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.528965
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[65] Elapsed time 5.048 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.431527
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[66] Elapsed time 5.145 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.453193
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[67] Elapsed time 5.101 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.455788
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[68] Elapsed time 5.203 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.531124
INFO:root:Epoch[69] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[69] Elapsed time 4.974 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.486729
INFO:root:Epoch[70] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[70] Elapsed time 5.157 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.461893
INFO:root:Epoch[71] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.57it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[71] Elapsed time 5.387 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.418115
INFO:root:Epoch[72] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[72] Elapsed time 5.011 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.519964
INFO:root:Epoch[73] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[73] Elapsed time 5.072 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.477545
INFO:root:Epoch[74] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[74] Elapsed time 5.055 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.439072
INFO:root:Epoch[75] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[75] Elapsed time 5.182 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.427155
INFO:root:Epoch[76] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[76] Elapsed time 5.044 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.460842
INFO:root:Epoch[77] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[77] Elapsed time 5.225 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.483796
INFO:root:Epoch[78] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[78] Elapsed time 5.070 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.445679
INFO:root:Epoch[79] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[79] Elapsed time 5.057 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.406935
INFO:root:Epoch[80] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[80] Elapsed time 5.166 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.424409
INFO:root:Epoch[81] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[81] Elapsed time 5.312 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.483785
INFO:root:Epoch[82] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[82] Elapsed time 5.095 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.423612
INFO:root:Epoch[83] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[83] Elapsed time 5.046 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.400056
INFO:root:Epoch[84] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[84] Elapsed time 5.068 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.458207
INFO:root:Epoch[85] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[85] Elapsed time 5.215 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.457684
INFO:root:Epoch[86] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[86] Elapsed time 5.023 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.429298
INFO:root:Epoch[87] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[87] Elapsed time 5.069 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.430827
INFO:root:Epoch[88] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[88] Elapsed time 5.004 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.476188
INFO:root:Epoch[89] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[89] Elapsed time 5.077 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.509439
INFO:root:Epoch[90] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[90] Elapsed time 5.062 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.413861
INFO:root:Epoch[91] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[91] Elapsed time 5.295 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.457502
INFO:root:Epoch[92] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[92] Elapsed time 5.083 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.440429
INFO:root:Epoch[93] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[93] Elapsed time 5.064 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.489332
INFO:root:Loading parameters from best epoch (83)
INFO:root:Epoch[94] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[94] Elapsed time 4.994 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.381828
INFO:root:Epoch[95] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[95] Elapsed time 5.056 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.409083
INFO:root:Epoch[96] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[96] Elapsed time 5.033 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.383732
INFO:root:Epoch[97] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[97] Elapsed time 5.130 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.449015
INFO:root:Epoch[98] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[98] Elapsed time 4.906 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.399334
INFO:root:Epoch[99] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 17.87it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[99] Elapsed time 5.599 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.410448
INFO:root:Loading parameters from best epoch (94)
INFO:root:Final loss: 5.381828451156617 (occurred at epoch 94)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:44<00:00, 25.73it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.424077  0.032263  40.660041            0.027711            0.013049   

   seed  epochs  num_batches  
0    49     100          100  
Seed: 50
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571
100%|██████████| 100/100 [00:04<00:00, 21.44it/s, avg_epoch_loss=7.41]
INFO:root:Epoch[0] Elapsed time 4.667 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.412522
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[1] Elapsed time 5.089 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.545913
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.53it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[2] Elapsed time 5.704 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.488928
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[3] Elapsed time 4.973 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.364336
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[4] Elapsed time 5.055 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.307986
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[5] Elapsed time 5.042 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.245765
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[6] Elapsed time 5.058 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.186355
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[7] Elapsed time 4.986 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.115661
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[8] Elapsed time 5.051 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.076284
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[9] Elapsed time 5.059 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.056800
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[10] Elapsed time 4.995 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.061346
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[11] Elapsed time 4.980 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.927075
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[12] Elapsed time 5.346 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.898265
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[13] Elapsed time 5.185 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.914366
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[14] Elapsed time 5.041 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.903032
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[15] Elapsed time 5.069 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.863926
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[16] Elapsed time 5.098 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.824407
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[17] Elapsed time 5.308 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.916580
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[18] Elapsed time 5.013 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.819505
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[19] Elapsed time 5.145 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.842105
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[20] Elapsed time 5.164 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.767393
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[21] Elapsed time 5.208 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.784711
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[22] Elapsed time 5.092 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.696977
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[23] Elapsed time 5.135 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.836278
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[24] Elapsed time 5.034 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.726454
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[25] Elapsed time 5.111 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.725795
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[26] Elapsed time 4.989 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.644720
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[27] Elapsed time 5.089 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.717873
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[28] Elapsed time 4.987 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.621133
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[29] Elapsed time 5.230 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.646971
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[30] Elapsed time 5.007 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.646638
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[31] Elapsed time 5.011 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.681858
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[32] Elapsed time 4.956 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.611339
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[33] Elapsed time 5.194 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.585545
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[34] Elapsed time 5.092 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.564824
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[35] Elapsed time 5.089 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.605319
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[36] Elapsed time 4.991 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.622167
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.60it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[37] Elapsed time 5.683 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.546698
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[38] Elapsed time 4.991 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.583882
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[39] Elapsed time 5.082 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.603402
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[40] Elapsed time 5.026 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.547070
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[41] Elapsed time 5.117 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.532693
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[42] Elapsed time 5.005 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.537311
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[43] Elapsed time 5.060 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.615359
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[44] Elapsed time 5.098 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.553834
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[45] Elapsed time 5.115 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.543777
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[46] Elapsed time 5.133 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.493328
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[47] Elapsed time 4.966 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.599787
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[48] Elapsed time 5.142 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.468368
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[49] Elapsed time 4.994 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.515324
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[50] Elapsed time 5.053 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.461028
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[51] Elapsed time 5.210 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.530607
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[52] Elapsed time 5.022 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.557541
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[53] Elapsed time 5.175 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.452346
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[54] Elapsed time 5.106 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.436015
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[55] Elapsed time 5.027 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.465923
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[56] Elapsed time 5.101 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.572894
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[57] Elapsed time 4.945 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.497714
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[58] Elapsed time 5.022 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.433984
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[59] Elapsed time 5.017 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.508618
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[60] Elapsed time 5.168 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.497539
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[61] Elapsed time 5.039 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.487652
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[62] Elapsed time 5.101 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.523998
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[63] Elapsed time 5.047 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.487884
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[64] Elapsed time 5.082 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.514029
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[65] Elapsed time 4.920 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.464906
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[66] Elapsed time 5.020 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.466464
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[67] Elapsed time 5.180 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.440286
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[68] Elapsed time 5.116 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.540204
INFO:root:Loading parameters from best epoch (58)
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[69] Elapsed time 4.959 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.427989
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[70] Elapsed time 5.215 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.436387
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[71] Elapsed time 5.015 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.415646
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[72] Elapsed time 5.017 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.477923
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 17.84it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[73] Elapsed time 5.606 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.453182
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[74] Elapsed time 5.031 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.414473
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[75] Elapsed time 5.122 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.411675
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[76] Elapsed time 5.165 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.496363
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[77] Elapsed time 4.939 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.469821
INFO:root:Epoch[78] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[78] Elapsed time 5.064 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.417134
INFO:root:Epoch[79] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[79] Elapsed time 5.024 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.383310
INFO:root:Epoch[80] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[80] Elapsed time 5.037 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.501114
INFO:root:Epoch[81] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[81] Elapsed time 4.920 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.432994
INFO:root:Epoch[82] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[82] Elapsed time 5.226 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.409279
INFO:root:Epoch[83] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[83] Elapsed time 5.055 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.340320
INFO:root:Epoch[84] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[84] Elapsed time 5.049 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.444779
INFO:root:Epoch[85] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[85] Elapsed time 5.002 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.421898
INFO:root:Epoch[86] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[86] Elapsed time 4.999 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.408303
INFO:root:Epoch[87] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[87] Elapsed time 5.046 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.403575
INFO:root:Epoch[88] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[88] Elapsed time 5.038 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.490159
INFO:root:Epoch[89] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[89] Elapsed time 5.087 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.448866
INFO:root:Epoch[90] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[90] Elapsed time 4.984 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.398781
INFO:root:Epoch[91] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[91] Elapsed time 5.118 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.390091
INFO:root:Epoch[92] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[92] Elapsed time 5.028 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.405532
INFO:root:Epoch[93] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[93] Elapsed time 5.077 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.465512
INFO:root:Loading parameters from best epoch (83)
INFO:root:Epoch[94] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[94] Elapsed time 4.941 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.391803
INFO:root:Epoch[95] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[95] Elapsed time 5.143 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.424076
INFO:root:Epoch[96] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[96] Elapsed time 5.010 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.377544
INFO:root:Epoch[97] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[97] Elapsed time 5.116 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.425942
INFO:root:Epoch[98] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[98] Elapsed time 4.963 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.391623
INFO:root:Epoch[99] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[99] Elapsed time 5.068 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.374939
INFO:root:Loading parameters from best epoch (83)
INFO:root:Final loss: 5.34032036781311 (occurred at epoch 83)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.40it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.779968  0.035661  46.922437            0.032369            0.015249   

   seed  epochs  num_batches  
0    50     100          100  
Seed: 51
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571
100%|██████████| 100/100 [00:04<00:00, 21.27it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[0] Elapsed time 4.705 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.193942
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[1] Elapsed time 5.027 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.564774
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[2] Elapsed time 5.264 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.510698
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[3] Elapsed time 5.026 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.378963
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[4] Elapsed time 5.122 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.292600
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[5] Elapsed time 5.083 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.248351
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[6] Elapsed time 5.087 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.351584
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[7] Elapsed time 5.046 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.196609
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[8] Elapsed time 5.189 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.123357
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[9] Elapsed time 5.215 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.095800
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[10] Elapsed time 4.999 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.164655
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.33it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[11] Elapsed time 5.775 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.092289
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[12] Elapsed time 5.037 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.973184
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[13] Elapsed time 5.124 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.915796
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[14] Elapsed time 4.984 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.916328
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[15] Elapsed time 5.093 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.985234
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[16] Elapsed time 5.007 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.907494
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[17] Elapsed time 5.016 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.941440
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[18] Elapsed time 4.982 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.829985
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[19] Elapsed time 5.273 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.905236
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[20] Elapsed time 5.043 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.816038
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[21] Elapsed time 5.076 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.793847
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[22] Elapsed time 5.025 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.785014
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[23] Elapsed time 5.100 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.796727
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[24] Elapsed time 4.925 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.749179
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[25] Elapsed time 5.118 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.774503
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[26] Elapsed time 5.018 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.752474
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[27] Elapsed time 5.126 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.784237
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[28] Elapsed time 5.041 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.703866
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[29] Elapsed time 5.094 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.700799
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[30] Elapsed time 5.147 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.684184
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[31] Elapsed time 4.994 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.725556
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[32] Elapsed time 4.933 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.666174
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[33] Elapsed time 5.094 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.633577
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[34] Elapsed time 5.290 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.660322
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[35] Elapsed time 5.020 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.659294
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[36] Elapsed time 4.972 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.578707
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[37] Elapsed time 5.076 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.663865
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[38] Elapsed time 5.020 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.678267
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[39] Elapsed time 5.060 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.637952
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[40] Elapsed time 5.026 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.599013
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[41] Elapsed time 5.167 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.581224
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[42] Elapsed time 5.191 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.516582
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[43] Elapsed time 5.103 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.669382
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[44] Elapsed time 5.191 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.590397
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[45] Elapsed time 5.257 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.551546
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.85it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[46] Elapsed time 5.603 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.504307
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[47] Elapsed time 5.070 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.619845
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[48] Elapsed time 5.207 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.563052
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[49] Elapsed time 5.195 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.520538
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[50] Elapsed time 5.243 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.495945
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[51] Elapsed time 5.110 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.491594
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[52] Elapsed time 5.140 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.554026
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[53] Elapsed time 5.059 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.518709
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[54] Elapsed time 5.177 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.533793
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[55] Elapsed time 5.060 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.500039
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[56] Elapsed time 5.125 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.550094
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[57] Elapsed time 5.019 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.503328
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[58] Elapsed time 5.104 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.511325
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[59] Elapsed time 5.230 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.513309
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[60] Elapsed time 5.061 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.611224
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[61] Elapsed time 4.987 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.483710
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[62] Elapsed time 5.119 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.466533
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[63] Elapsed time 5.037 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.461010
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[64] Elapsed time 5.189 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.534190
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[65] Elapsed time 5.077 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.533801
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[66] Elapsed time 5.167 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.493739
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[67] Elapsed time 5.340 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.439668
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[68] Elapsed time 5.093 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.504648
INFO:root:Epoch[69] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[69] Elapsed time 4.985 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.498821
INFO:root:Epoch[70] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[70] Elapsed time 5.136 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.487231
INFO:root:Epoch[71] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[71] Elapsed time 5.117 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.474599
INFO:root:Epoch[72] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[72] Elapsed time 5.212 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.548929
INFO:root:Epoch[73] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[73] Elapsed time 5.122 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.505969
INFO:root:Epoch[74] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[74] Elapsed time 5.238 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.473710
INFO:root:Epoch[75] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[75] Elapsed time 5.214 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.438614
INFO:root:Epoch[76] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[76] Elapsed time 5.060 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.489965
INFO:root:Epoch[77] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[77] Elapsed time 5.076 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.477855
INFO:root:Epoch[78] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[78] Elapsed time 5.225 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.416343
INFO:root:Epoch[79] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[79] Elapsed time 5.161 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.450390
INFO:root:Epoch[80] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[80] Elapsed time 5.278 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.411721
INFO:root:Epoch[81] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.06it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[81] Elapsed time 5.863 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.514901
INFO:root:Epoch[82] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[82] Elapsed time 5.083 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.445701
INFO:root:Epoch[83] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[83] Elapsed time 5.308 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.456341
INFO:root:Epoch[84] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[84] Elapsed time 5.122 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.412512
INFO:root:Epoch[85] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[85] Elapsed time 5.124 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.515475
INFO:root:Epoch[86] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[86] Elapsed time 5.084 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.471317
INFO:root:Epoch[87] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[87] Elapsed time 5.247 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.434044
INFO:root:Epoch[88] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[88] Elapsed time 5.249 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.460546
INFO:root:Epoch[89] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[89] Elapsed time 5.183 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.561755
INFO:root:Epoch[90] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[90] Elapsed time 5.022 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.459072
INFO:root:Loading parameters from best epoch (80)
INFO:root:Epoch[91] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[91] Elapsed time 5.188 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.380990
INFO:root:Epoch[92] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[92] Elapsed time 5.197 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.373650
INFO:root:Epoch[93] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[93] Elapsed time 5.064 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.470553
INFO:root:Epoch[94] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[94] Elapsed time 5.128 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.420047
INFO:root:Epoch[95] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[95] Elapsed time 5.224 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.415823
INFO:root:Epoch[96] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[96] Elapsed time 5.325 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.345844
INFO:root:Epoch[97] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[97] Elapsed time 5.066 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.445828
INFO:root:Epoch[98] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[98] Elapsed time 5.116 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.450135
INFO:root:Epoch[99] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[99] Elapsed time 5.177 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.412833
INFO:root:Loading parameters from best epoch (96)
INFO:root:Final loss: 5.345844230651855 (occurred at epoch 96)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:47<00:00, 25.20it/s]
       MASE     sMAPE      MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  3.398746  0.032219  43.94735            0.027842            0.013395    51   

   epochs  num_batches  
0     100          100  

Out[14]:
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed epochs num_batches
0 3.810611 0.035636 46.457133 0.032933 0.015265 42 100 100
0 4.686141 0.041681 69.088750 0.038529 0.021287 43 100 100
0 3.648795 0.034095 44.136896 0.029586 0.013566 44 100 100
0 3.868770 0.035711 53.745233 0.033180 0.016892 45 100 100
0 3.486731 0.033482 41.862445 0.028125 0.013472 46 100 100
0 3.536524 0.033463 45.310314 0.027968 0.013934 47 100 100
0 3.490511 0.032395 44.574563 0.028979 0.014046 48 100 100
0 3.424077 0.032263 40.660041 0.027711 0.013049 49 100 100
0 3.779968 0.035661 46.922437 0.032369 0.015249 50 100 100
0 3.398746 0.032219 43.947350 0.027842 0.013395 51 100 100
In [13]:
results = pd.DataFrame()

for i in range(42, 52):
    print("Seed:", i)
    df = deepar(data="m4_daily_domain", seed=i, epochs=200, batches=100)
    pprint(df)
    results = results.append(df)

results
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
Seed: 42
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.36]
INFO:root:Epoch[0] Elapsed time 5.116 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.361301
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[1] Elapsed time 5.311 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.597530
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[2] Elapsed time 5.051 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.524238
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[3] Elapsed time 4.834 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.389166
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[4] Elapsed time 5.090 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.269193
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[5] Elapsed time 5.106 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.211874
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[6] Elapsed time 5.031 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.243960
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[7] Elapsed time 4.893 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.178839
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[8] Elapsed time 5.182 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.086871
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[9] Elapsed time 5.053 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.078915
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[10] Elapsed time 5.134 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.126639
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[11] Elapsed time 4.873 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.992250
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[12] Elapsed time 5.024 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.964662
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[13] Elapsed time 4.941 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.888766
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[14] Elapsed time 4.978 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.898431
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[15] Elapsed time 4.988 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.807030
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[16] Elapsed time 4.964 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.830407
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[17] Elapsed time 5.142 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.795975
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[18] Elapsed time 5.331 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.845881
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[19] Elapsed time 5.236 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.732688
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[20] Elapsed time 5.049 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.736377
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[21] Elapsed time 4.923 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.729979
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[22] Elapsed time 4.960 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.734093
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[23] Elapsed time 4.987 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.759420
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[24] Elapsed time 5.103 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.699125
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[25] Elapsed time 5.048 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.638276
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[26] Elapsed time 4.994 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.610807
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[27] Elapsed time 5.245 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.632663
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[28] Elapsed time 5.085 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.556131
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[29] Elapsed time 5.161 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.605475
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[30] Elapsed time 5.097 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.547162
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[31] Elapsed time 5.078 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.587642
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[32] Elapsed time 5.102 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.585744
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[33] Elapsed time 5.132 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.588057
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[34] Elapsed time 5.010 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.519832
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[35] Elapsed time 5.176 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.606572
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[36] Elapsed time 4.975 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.522026
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[37] Elapsed time 5.129 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.581159
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[38] Elapsed time 5.078 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.581405
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[39] Elapsed time 5.151 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.559741
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[40] Elapsed time 5.087 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.515251
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[41] Elapsed time 5.275 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.578835
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[42] Elapsed time 5.010 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.503409
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[43] Elapsed time 5.177 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.580922
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[44] Elapsed time 5.005 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.486971
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[45] Elapsed time 5.158 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.475431
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[46] Elapsed time 4.929 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.442843
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[47] Elapsed time 5.118 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.561663
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[48] Elapsed time 4.947 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.524724
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[49] Elapsed time 5.051 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.469093
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[50] Elapsed time 5.009 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.493677
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[51] Elapsed time 5.007 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.482244
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[52] Elapsed time 5.160 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.548290
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[53] Elapsed time 5.085 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.445007
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.75it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[54] Elapsed time 5.638 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.481874
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[55] Elapsed time 5.097 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.512843
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[56] Elapsed time 4.999 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.539715
INFO:root:Loading parameters from best epoch (46)
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[57] Elapsed time 5.007 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.433850
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[58] Elapsed time 5.151 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.487738
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[59] Elapsed time 5.002 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.476622
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[60] Elapsed time 5.136 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.513090
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[61] Elapsed time 4.945 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.419898
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[62] Elapsed time 5.037 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.459726
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[63] Elapsed time 4.998 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.422931
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[64] Elapsed time 5.012 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.496860
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[65] Elapsed time 4.984 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.418978
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[66] Elapsed time 5.073 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.449566
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[67] Elapsed time 4.993 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.435912
INFO:root:Epoch[68] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[68] Elapsed time 5.075 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.515407
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[69] Elapsed time 4.955 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.387979
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[70] Elapsed time 5.101 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.456384
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[71] Elapsed time 4.906 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.424349
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[72] Elapsed time 5.035 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.461211
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[73] Elapsed time 5.117 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.389437
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[74] Elapsed time 5.047 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.405126
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[75] Elapsed time 5.146 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.415121
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[76] Elapsed time 5.181 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.447603
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[77] Elapsed time 4.912 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.398449
INFO:root:Epoch[78] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[78] Elapsed time 4.960 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.419907
INFO:root:Epoch[79] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[79] Elapsed time 5.045 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.447545
INFO:root:Loading parameters from best epoch (69)
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[80] Elapsed time 5.014 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.467809
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[81] Elapsed time 4.851 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.419723
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[82] Elapsed time 4.988 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.388455
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[83] Elapsed time 4.991 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.389442
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[84] Elapsed time 5.017 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.493172
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[85] Elapsed time 4.972 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.436644
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[86] Elapsed time 5.051 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.401394
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[87] Elapsed time 5.073 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.378533
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[88] Elapsed time 5.076 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.433183
INFO:root:Epoch[89] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.40it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[89] Elapsed time 5.437 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.460787
INFO:root:Epoch[90] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[90] Elapsed time 5.225 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.405013
INFO:root:Epoch[91] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[91] Elapsed time 5.030 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.418750
INFO:root:Epoch[92] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[92] Elapsed time 4.982 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.469499
INFO:root:Epoch[93] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[93] Elapsed time 5.245 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.466975
INFO:root:Epoch[94] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[94] Elapsed time 5.026 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.406223
INFO:root:Epoch[95] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[95] Elapsed time 5.043 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.411096
INFO:root:Epoch[96] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[96] Elapsed time 4.923 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.418008
INFO:root:Epoch[97] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[97] Elapsed time 4.872 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.462962
INFO:root:Loading parameters from best epoch (87)
INFO:root:Epoch[98] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[98] Elapsed time 4.856 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.416425
INFO:root:Epoch[99] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[99] Elapsed time 4.919 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.419219
INFO:root:Epoch[100] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[100] Elapsed time 5.099 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.464208
INFO:root:Epoch[101] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[101] Elapsed time 5.101 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.447422
INFO:root:Epoch[102] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[102] Elapsed time 5.030 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.380414
INFO:root:Epoch[103] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[103] Elapsed time 5.097 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.399679
INFO:root:Epoch[104] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[104] Elapsed time 5.164 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.431863
INFO:root:Epoch[105] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[105] Elapsed time 5.068 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.448975
INFO:root:Epoch[106] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[106] Elapsed time 4.958 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.379086
INFO:root:Epoch[107] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[107] Elapsed time 5.080 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.396575
INFO:root:Loading parameters from best epoch (87)
INFO:root:Epoch[108] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[108] Elapsed time 4.933 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.409185
INFO:root:Epoch[109] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[109] Elapsed time 4.996 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.438922
INFO:root:Epoch[110] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[110] Elapsed time 4.875 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.442785
INFO:root:Epoch[111] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[111] Elapsed time 5.031 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.391728
INFO:root:Epoch[112] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[112] Elapsed time 4.930 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.387038
INFO:root:Epoch[113] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[113] Elapsed time 5.100 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.466813
INFO:root:Epoch[114] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[114] Elapsed time 4.985 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.423662
INFO:root:Epoch[115] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[115] Elapsed time 5.162 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.430808
INFO:root:Epoch[116] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[116] Elapsed time 5.106 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.405944
INFO:root:Epoch[117] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[117] Elapsed time 5.051 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.458266
INFO:root:Loading parameters from best epoch (87)
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[118] Elapsed time 4.952 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.409539
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[119] Elapsed time 5.064 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.416325
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[120] Elapsed time 5.031 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.397758
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[121] Elapsed time 5.045 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.465303
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[122] Elapsed time 4.893 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.439482
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[123] Elapsed time 5.009 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.383557
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[124] Elapsed time 5.069 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.394905
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.40it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[125] Elapsed time 5.750 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.485580
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[126] Elapsed time 5.014 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.416315
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[127] Elapsed time 5.134 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.370162
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[128] Elapsed time 5.059 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.387352
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[129] Elapsed time 5.031 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.433813
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[130] Elapsed time 4.957 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.435973
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[131] Elapsed time 4.875 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.421296
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[132] Elapsed time 5.103 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.358479
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[133] Elapsed time 5.044 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.427771
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[134] Elapsed time 5.048 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.461907
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[135] Elapsed time 4.970 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.403569
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[136] Elapsed time 5.010 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.375530
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[137] Elapsed time 4.911 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.414737
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[138] Elapsed time 5.056 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.448336
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[139] Elapsed time 4.917 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.407324
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.32]
INFO:root:Epoch[140] Elapsed time 5.037 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.321932
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[141] Elapsed time 5.009 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.464269
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[142] Elapsed time 5.223 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.442430
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[143] Elapsed time 5.017 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.359920
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[144] Elapsed time 5.023 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.391459
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[145] Elapsed time 4.902 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.427410
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[146] Elapsed time 4.969 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.454213
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[147] Elapsed time 4.929 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.404276
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[148] Elapsed time 4.974 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.360025
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[149] Elapsed time 4.943 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.415849
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[150] Elapsed time 4.946 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.459784
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[151] Elapsed time 4.886 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.417907
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[152] Elapsed time 4.915 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.380358
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[153] Elapsed time 4.978 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.421073
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[154] Elapsed time 5.104 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.471374
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[155] Elapsed time 4.943 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.400746
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[156] Elapsed time 5.066 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.385799
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[157] Elapsed time 4.998 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.394755
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[158] Elapsed time 5.075 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.444755
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[159] Elapsed time 5.030 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.406018
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[160] Elapsed time 5.028 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.396433
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.82it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[161] Elapsed time 5.616 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.371085
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[162] Elapsed time 4.941 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.459417
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[163] Elapsed time 4.862 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.394536
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[164] Elapsed time 4.935 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.389894
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[165] Elapsed time 4.977 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.382740
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[166] Elapsed time 4.998 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.475784
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[167] Elapsed time 4.936 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.388199
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[168] Elapsed time 5.103 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.372197
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[169] Elapsed time 4.998 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.407460
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[170] Elapsed time 5.178 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.437112
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[171] Elapsed time 4.995 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.437031
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[172] Elapsed time 5.113 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.381565
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[173] Elapsed time 4.909 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.379937
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[174] Elapsed time 5.041 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.507357
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[175] Elapsed time 4.843 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.421783
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[176] Elapsed time 5.012 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.361464
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[177] Elapsed time 4.918 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.334493
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[178] Elapsed time 4.987 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.410363
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[179] Elapsed time 4.995 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.395608
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[180] Elapsed time 4.947 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.385890
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[181] Elapsed time 5.177 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.336175
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[182] Elapsed time 4.950 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.400218
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[183] Elapsed time 5.061 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.456849
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[184] Elapsed time 4.927 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.373388
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[185] Elapsed time 5.026 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.366395
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[186] Elapsed time 4.995 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.360771
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[187] Elapsed time 5.293 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.463567
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[188] Elapsed time 5.067 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.400667
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[189] Elapsed time 5.045 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.398897
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[190] Elapsed time 5.068 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.406327
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[191] Elapsed time 5.081 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.434703
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[192] Elapsed time 4.936 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.420655
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[193] Elapsed time 5.151 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.363265
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[194] Elapsed time 4.958 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.422516
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[195] Elapsed time 5.196 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.411279
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[196] Elapsed time 5.039 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.414661
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.90it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[197] Elapsed time 5.589 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.383971
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[198] Elapsed time 4.878 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.369096
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[199] Elapsed time 4.963 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.438512
INFO:root:Loading parameters from best epoch (140)
INFO:root:Final loss: 5.321931896209716 (occurred at epoch 140)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:47<00:00, 25.19it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.383181  0.032588  41.812943            0.028292            0.013451   

   seed  epochs  num_batches  
0    42     200          100  
Seed: 43
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571
100%|██████████| 100/100 [00:04<00:00, 21.50it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[0] Elapsed time 4.653 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.264834
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[1] Elapsed time 5.125 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.645659
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[2] Elapsed time 5.142 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.565277
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[3] Elapsed time 4.947 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.419175
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[4] Elapsed time 5.041 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.417252
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[5] Elapsed time 4.960 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.297146
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[6] Elapsed time 5.101 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.306996
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[7] Elapsed time 5.026 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.203931
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[8] Elapsed time 5.074 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.207922
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[9] Elapsed time 5.121 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.083330
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[10] Elapsed time 5.206 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.103575
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[11] Elapsed time 5.034 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.153466
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[12] Elapsed time 5.113 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.016768
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[13] Elapsed time 5.084 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.979494
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[14] Elapsed time 5.006 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.967302
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[15] Elapsed time 5.186 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.970566
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[16] Elapsed time 5.064 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.979207
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[17] Elapsed time 5.106 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.885995
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[18] Elapsed time 4.971 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.942534
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[19] Elapsed time 4.962 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.924070
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[20] Elapsed time 4.900 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.866961
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[21] Elapsed time 5.058 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.842191
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[22] Elapsed time 4.989 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.822857
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[23] Elapsed time 5.015 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.840673
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[24] Elapsed time 5.040 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.804878
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[25] Elapsed time 5.111 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.854376
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[26] Elapsed time 5.102 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.763844
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[27] Elapsed time 5.130 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.797622
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[28] Elapsed time 5.000 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.784827
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[29] Elapsed time 5.143 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.747191
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[30] Elapsed time 5.107 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.726119
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[31] Elapsed time 5.100 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.781768
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[32] Elapsed time 5.024 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.789497
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.81it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[33] Elapsed time 5.619 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.787734
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 16.29it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[34] Elapsed time 6.140 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.658351
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 15.02it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[35] Elapsed time 6.659 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.844877
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 14.35it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[36] Elapsed time 6.969 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.682026
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 15.54it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[37] Elapsed time 6.435 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.652452
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 16.53it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[38] Elapsed time 6.051 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.597433
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 16.36it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[39] Elapsed time 6.116 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.762333
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[40] Elapsed time 5.178 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.629700
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[41] Elapsed time 5.112 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.617785
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[42] Elapsed time 5.305 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.619904
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[43] Elapsed time 5.038 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.720768
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[44] Elapsed time 5.182 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.731618
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[45] Elapsed time 5.066 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.653446
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[46] Elapsed time 5.260 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.652720
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[47] Elapsed time 5.202 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.620850
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[48] Elapsed time 5.065 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.729947
INFO:root:Loading parameters from best epoch (38)
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[49] Elapsed time 5.145 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.584341
INFO:root:Epoch[50] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[50] Elapsed time 5.145 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.615295
INFO:root:Epoch[51] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[51] Elapsed time 5.131 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.558002
INFO:root:Epoch[52] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[52] Elapsed time 5.187 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.691392
INFO:root:Epoch[53] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[53] Elapsed time 5.083 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.573837
INFO:root:Epoch[54] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[54] Elapsed time 5.182 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.549358
INFO:root:Epoch[55] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[55] Elapsed time 5.319 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.573907
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[56] Elapsed time 5.204 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.593844
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[57] Elapsed time 4.981 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.594342
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[58] Elapsed time 5.103 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.590393
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[59] Elapsed time 5.172 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.560411
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[60] Elapsed time 5.142 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.608532
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[61] Elapsed time 4.925 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.540899
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[62] Elapsed time 5.339 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.531045
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[63] Elapsed time 5.235 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.566512
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.44it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[64] Elapsed time 5.424 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.612177
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[65] Elapsed time 5.129 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.566325
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[66] Elapsed time 5.262 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.594402
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[67] Elapsed time 5.044 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.505243
INFO:root:Epoch[68] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 17.50it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[68] Elapsed time 5.718 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.578382
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[69] Elapsed time 5.147 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.596821
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[70] Elapsed time 5.119 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.551815
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[71] Elapsed time 5.316 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.524695
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[72] Elapsed time 5.037 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.506806
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[73] Elapsed time 5.245 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.569223
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[74] Elapsed time 5.119 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.518309
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[75] Elapsed time 5.208 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.554678
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[76] Elapsed time 5.048 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.517119
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[77] Elapsed time 5.173 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.589703
INFO:root:Loading parameters from best epoch (67)
INFO:root:Epoch[78] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[78] Elapsed time 5.170 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.527259
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[79] Elapsed time 5.069 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.512608
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[80] Elapsed time 4.959 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.506378
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[81] Elapsed time 5.110 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.552183
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[82] Elapsed time 4.991 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.521669
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[83] Elapsed time 5.097 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.487149
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[84] Elapsed time 5.091 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.490947
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[85] Elapsed time 5.054 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.591611
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[86] Elapsed time 5.065 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.531153
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[87] Elapsed time 5.048 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.476744
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[88] Elapsed time 4.898 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.478813
INFO:root:Epoch[89] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[89] Elapsed time 5.094 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.572619
INFO:root:Epoch[90] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[90] Elapsed time 4.906 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.487744
INFO:root:Epoch[91] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[91] Elapsed time 5.147 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.474942
INFO:root:Epoch[92] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[92] Elapsed time 5.134 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.479773
INFO:root:Epoch[93] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[93] Elapsed time 5.026 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.590729
INFO:root:Epoch[94] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[94] Elapsed time 4.896 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.481782
INFO:root:Epoch[95] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[95] Elapsed time 5.006 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.527630
INFO:root:Epoch[96] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[96] Elapsed time 4.899 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.483050
INFO:root:Epoch[97] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[97] Elapsed time 5.021 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.536145
INFO:root:Epoch[98] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[98] Elapsed time 4.984 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.508335
INFO:root:Epoch[99] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[99] Elapsed time 5.102 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.464155
INFO:root:Epoch[100] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[100] Elapsed time 5.070 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.461307
INFO:root:Epoch[101] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[101] Elapsed time 5.034 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.551891
INFO:root:Epoch[102] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[102] Elapsed time 5.057 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.525410
INFO:root:Epoch[103] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 17.78it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[103] Elapsed time 5.626 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.483343
INFO:root:Epoch[104] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[104] Elapsed time 5.143 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.500235
INFO:root:Epoch[105] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[105] Elapsed time 4.952 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.452226
INFO:root:Epoch[106] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[106] Elapsed time 5.100 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.514912
INFO:root:Epoch[107] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[107] Elapsed time 4.914 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.458067
INFO:root:Epoch[108] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[108] Elapsed time 4.975 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.481206
INFO:root:Epoch[109] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[109] Elapsed time 5.086 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.457138
INFO:root:Epoch[110] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[110] Elapsed time 5.069 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.543407
INFO:root:Epoch[111] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[111] Elapsed time 5.021 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.467300
INFO:root:Epoch[112] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[112] Elapsed time 5.041 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.454903
INFO:root:Epoch[113] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[113] Elapsed time 4.999 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.484124
INFO:root:Epoch[114] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[114] Elapsed time 5.199 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.508246
INFO:root:Epoch[115] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[115] Elapsed time 4.910 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.446584
INFO:root:Epoch[116] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[116] Elapsed time 5.078 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.503119
INFO:root:Epoch[117] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[117] Elapsed time 5.034 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.474187
INFO:root:Epoch[118] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[118] Elapsed time 4.959 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.519459
INFO:root:Epoch[119] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[119] Elapsed time 4.983 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.483577
INFO:root:Epoch[120] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[120] Elapsed time 5.159 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.419319
INFO:root:Epoch[121] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[121] Elapsed time 4.960 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.475965
INFO:root:Epoch[122] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[122] Elapsed time 5.160 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.529530
INFO:root:Epoch[123] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[123] Elapsed time 4.938 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.482444
INFO:root:Epoch[124] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[124] Elapsed time 5.074 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.421907
INFO:root:Epoch[125] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[125] Elapsed time 5.098 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.462911
INFO:root:Epoch[126] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[126] Elapsed time 5.165 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.504783
INFO:root:Epoch[127] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[127] Elapsed time 5.051 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.455208
INFO:root:Epoch[128] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[128] Elapsed time 5.103 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.431623
INFO:root:Epoch[129] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[129] Elapsed time 5.302 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.442544
INFO:root:Epoch[130] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[130] Elapsed time 5.155 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.491749
INFO:root:Loading parameters from best epoch (120)
INFO:root:Epoch[131] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[131] Elapsed time 5.186 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.445590
INFO:root:Epoch[132] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[132] Elapsed time 5.091 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.389963
INFO:root:Epoch[133] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[133] Elapsed time 5.159 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.407716
INFO:root:Epoch[134] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[134] Elapsed time 5.014 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.513987
INFO:root:Epoch[135] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[135] Elapsed time 5.006 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.424401
INFO:root:Epoch[136] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[136] Elapsed time 5.111 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.425663
INFO:root:Epoch[137] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[137] Elapsed time 5.211 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.389299
INFO:root:Epoch[138] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[138] Elapsed time 5.346 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.506474
INFO:root:Epoch[139] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[139] Elapsed time 5.336 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.480420
INFO:root:Epoch[140] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[140] Elapsed time 5.118 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.406367
INFO:root:Epoch[141] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[141] Elapsed time 5.055 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.377005
INFO:root:Epoch[142] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[142] Elapsed time 5.013 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.537833
INFO:root:Epoch[143] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[143] Elapsed time 4.931 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.463961
INFO:root:Epoch[144] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[144] Elapsed time 5.029 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.428301
INFO:root:Epoch[145] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[145] Elapsed time 5.199 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.384757
INFO:root:Epoch[146] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[146] Elapsed time 5.144 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.469752
INFO:root:Epoch[147] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[147] Elapsed time 5.276 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.459838
INFO:root:Epoch[148] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[148] Elapsed time 4.974 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.431292
INFO:root:Epoch[149] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[149] Elapsed time 5.225 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.412854
INFO:root:Epoch[150] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[150] Elapsed time 5.173 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.423492
INFO:root:Epoch[151] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[151] Elapsed time 5.109 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.498081
INFO:root:Loading parameters from best epoch (141)
INFO:root:Epoch[152] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[152] Elapsed time 5.052 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.418464
INFO:root:Epoch[153] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[153] Elapsed time 5.139 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.435231
INFO:root:Epoch[154] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[154] Elapsed time 5.122 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.429655
INFO:root:Epoch[155] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[155] Elapsed time 5.234 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.504396
INFO:root:Epoch[156] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[156] Elapsed time 4.916 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.444235
INFO:root:Epoch[157] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[157] Elapsed time 5.076 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.379698
INFO:root:Epoch[158] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[158] Elapsed time 5.031 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.408809
INFO:root:Epoch[159] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[159] Elapsed time 4.959 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.473430
INFO:root:Epoch[160] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[160] Elapsed time 4.891 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.422635
INFO:root:Epoch[161] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[161] Elapsed time 5.103 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.453925
INFO:root:Loading parameters from best epoch (141)
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[162] Elapsed time 5.013 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.404911
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[163] Elapsed time 5.189 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.494555
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[164] Elapsed time 5.047 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.427591
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[165] Elapsed time 5.050 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.418617
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[166] Elapsed time 5.140 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.417946
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[167] Elapsed time 5.194 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.481644
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[168] Elapsed time 5.001 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.445160
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[169] Elapsed time 5.020 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.433337
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[170] Elapsed time 5.044 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.455392
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[171] Elapsed time 4.914 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.487007
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[172] Elapsed time 4.935 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.427408
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[173] Elapsed time 5.205 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.415091
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.98it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[174] Elapsed time 5.563 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.443509
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[175] Elapsed time 5.108 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.483831
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[176] Elapsed time 4.973 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.420860
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[177] Elapsed time 5.118 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.421007
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[178] Elapsed time 5.016 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.407997
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[179] Elapsed time 5.201 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.456457
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[180] Elapsed time 5.118 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.441114
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[181] Elapsed time 5.252 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.431183
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[182] Elapsed time 5.237 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.412434
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[183] Elapsed time 5.181 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.476073
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[184] Elapsed time 4.953 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.427851
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[185] Elapsed time 5.104 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.443486
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[186] Elapsed time 5.042 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.422864
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[187] Elapsed time 5.054 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.459671
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[188] Elapsed time 4.853 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.448443
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[189] Elapsed time 5.100 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.423741
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[190] Elapsed time 5.034 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.338879
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[191] Elapsed time 5.019 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.464642
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[192] Elapsed time 5.007 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.478384
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[193] Elapsed time 5.034 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.434812
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[194] Elapsed time 5.067 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.393874
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[195] Elapsed time 5.038 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.489140
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[196] Elapsed time 5.223 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.427242
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[197] Elapsed time 5.110 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.429562
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[198] Elapsed time 5.071 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.404683
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[199] Elapsed time 5.068 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.425435
INFO:root:Loading parameters from best epoch (190)
INFO:root:Final loss: 5.338878841400146 (occurred at epoch 190)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.37it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.560291  0.033512  46.859704            0.030632            0.014305   

   seed  epochs  num_batches  
0    43     200          100  
Seed: 44
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571
100%|██████████| 100/100 [00:04<00:00, 21.50it/s, avg_epoch_loss=7.27]
INFO:root:Epoch[0] Elapsed time 4.654 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.271277
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[1] Elapsed time 4.981 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.555693
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[2] Elapsed time 5.138 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.525706
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[3] Elapsed time 5.037 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.409730
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[4] Elapsed time 5.044 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.312046
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[5] Elapsed time 4.912 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.307779
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[6] Elapsed time 5.028 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.306952
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[7] Elapsed time 5.016 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.194353
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[8] Elapsed time 5.217 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.116412
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[9] Elapsed time 5.180 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.050471
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[10] Elapsed time 5.261 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.159482
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[11] Elapsed time 5.137 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.021336
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.15it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[12] Elapsed time 5.834 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.089918
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[13] Elapsed time 5.076 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.944480
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6]
INFO:root:Epoch[14] Elapsed time 4.993 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.000162
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[15] Elapsed time 4.893 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.932000
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[16] Elapsed time 5.142 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.897090
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[17] Elapsed time 5.102 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.916555
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[18] Elapsed time 5.146 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.976522
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[19] Elapsed time 4.897 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.853463
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[20] Elapsed time 5.028 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.852508
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[21] Elapsed time 5.232 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.864662
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[22] Elapsed time 5.213 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.918599
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[23] Elapsed time 5.090 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.895741
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[24] Elapsed time 5.039 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.836690
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[25] Elapsed time 5.069 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.850462
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[26] Elapsed time 5.226 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.868553
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[27] Elapsed time 5.216 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.794777
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[28] Elapsed time 5.010 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.766200
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[29] Elapsed time 5.197 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.745010
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[30] Elapsed time 5.071 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.806152
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[31] Elapsed time 4.973 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.891851
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[32] Elapsed time 4.995 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.730232
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[33] Elapsed time 5.241 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.690757
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[34] Elapsed time 5.257 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.688109
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[35] Elapsed time 5.164 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.830598
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[36] Elapsed time 4.945 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.719619
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[37] Elapsed time 5.069 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.838069
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[38] Elapsed time 5.128 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.694697
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[39] Elapsed time 5.013 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.772262
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[40] Elapsed time 4.950 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.695577
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[41] Elapsed time 5.141 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.692203
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[42] Elapsed time 5.007 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.607423
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[43] Elapsed time 5.031 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.811562
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[44] Elapsed time 5.021 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.695299
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[45] Elapsed time 5.315 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.730180
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[46] Elapsed time 5.069 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.592645
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.78it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[47] Elapsed time 5.625 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.741289
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[48] Elapsed time 4.994 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.633645
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[49] Elapsed time 4.932 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.612300
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[50] Elapsed time 4.978 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.574038
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[51] Elapsed time 4.962 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.738521
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[52] Elapsed time 5.020 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.626130
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[53] Elapsed time 4.937 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.622033
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[54] Elapsed time 5.052 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.619078
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[55] Elapsed time 5.106 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.620054
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[56] Elapsed time 5.033 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.605854
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[57] Elapsed time 5.172 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.581668
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[58] Elapsed time 5.280 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.527928
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[59] Elapsed time 5.046 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.663445
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[60] Elapsed time 5.113 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.584828
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[61] Elapsed time 5.083 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.480489
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[62] Elapsed time 5.084 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.491174
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[63] Elapsed time 5.064 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.520006
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[64] Elapsed time 5.146 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.514592
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[65] Elapsed time 5.121 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.468953
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[66] Elapsed time 5.119 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.520138
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[67] Elapsed time 5.056 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.468836
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[68] Elapsed time 5.060 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.559332
INFO:root:Epoch[69] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[69] Elapsed time 5.047 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.446393
INFO:root:Epoch[70] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[70] Elapsed time 5.059 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.497754
INFO:root:Epoch[71] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[71] Elapsed time 5.130 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.452082
INFO:root:Epoch[72] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[72] Elapsed time 5.097 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.532391
INFO:root:Epoch[73] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[73] Elapsed time 4.868 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.458816
INFO:root:Epoch[74] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[74] Elapsed time 5.018 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.460918
INFO:root:Epoch[75] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[75] Elapsed time 4.957 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.416833
INFO:root:Epoch[76] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[76] Elapsed time 5.153 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.514868
INFO:root:Epoch[77] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[77] Elapsed time 5.009 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.520262
INFO:root:Epoch[78] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[78] Elapsed time 5.231 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.485990
INFO:root:Epoch[79] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[79] Elapsed time 5.175 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.433316
INFO:root:Epoch[80] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[80] Elapsed time 5.112 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.471553
INFO:root:Epoch[81] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[81] Elapsed time 5.298 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.504350
INFO:root:Epoch[82] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.33it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[82] Elapsed time 5.775 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.442595
INFO:root:Epoch[83] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[83] Elapsed time 5.087 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.444620
INFO:root:Epoch[84] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[84] Elapsed time 5.035 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.467335
INFO:root:Epoch[85] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[85] Elapsed time 4.982 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.483019
INFO:root:Loading parameters from best epoch (75)
INFO:root:Epoch[86] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[86] Elapsed time 5.045 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.478895
INFO:root:Epoch[87] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[87] Elapsed time 4.986 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.419602
INFO:root:Epoch[88] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[88] Elapsed time 5.007 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.389587
INFO:root:Epoch[89] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[89] Elapsed time 5.009 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.516376
INFO:root:Epoch[90] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[90] Elapsed time 4.979 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.445384
INFO:root:Epoch[91] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[91] Elapsed time 5.001 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.409746
INFO:root:Epoch[92] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[92] Elapsed time 5.061 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.388094
INFO:root:Epoch[93] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[93] Elapsed time 5.050 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.488366
INFO:root:Epoch[94] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[94] Elapsed time 4.881 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.444585
INFO:root:Epoch[95] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[95] Elapsed time 4.932 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.413196
INFO:root:Epoch[96] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[96] Elapsed time 4.912 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.392183
INFO:root:Epoch[97] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[97] Elapsed time 5.036 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.446370
INFO:root:Epoch[98] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[98] Elapsed time 4.927 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.397400
INFO:root:Epoch[99] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[99] Elapsed time 5.120 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.453799
INFO:root:Epoch[100] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[100] Elapsed time 5.011 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.440366
INFO:root:Epoch[101] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[101] Elapsed time 5.111 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.476989
INFO:root:Epoch[102] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[102] Elapsed time 4.997 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.422580
INFO:root:Loading parameters from best epoch (92)
INFO:root:Epoch[103] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[103] Elapsed time 5.153 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.379752
INFO:root:Epoch[104] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[104] Elapsed time 5.223 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.387009
INFO:root:Epoch[105] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[105] Elapsed time 5.133 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.461424
INFO:root:Epoch[106] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[106] Elapsed time 4.982 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.423132
INFO:root:Epoch[107] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[107] Elapsed time 5.103 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.388968
INFO:root:Epoch[108] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[108] Elapsed time 5.137 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.367026
INFO:root:Epoch[109] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[109] Elapsed time 5.017 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.480492
INFO:root:Epoch[110] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[110] Elapsed time 5.040 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.420092
INFO:root:Epoch[111] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[111] Elapsed time 5.082 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.387165
INFO:root:Epoch[112] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[112] Elapsed time 5.143 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.340989
INFO:root:Epoch[113] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[113] Elapsed time 5.021 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.437720
INFO:root:Epoch[114] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[114] Elapsed time 5.153 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.422217
INFO:root:Epoch[115] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[115] Elapsed time 5.142 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.413152
INFO:root:Epoch[116] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[116] Elapsed time 5.186 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.404307
INFO:root:Epoch[117] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[117] Elapsed time 5.201 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.409650
INFO:root:Epoch[118] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 17.14it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[118] Elapsed time 5.837 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.454579
INFO:root:Epoch[119] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[119] Elapsed time 5.116 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.401594
INFO:root:Epoch[120] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[120] Elapsed time 5.027 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.399906
INFO:root:Epoch[121] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[121] Elapsed time 4.981 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.372261
INFO:root:Epoch[122] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[122] Elapsed time 4.983 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.459465
INFO:root:Loading parameters from best epoch (112)
INFO:root:Epoch[123] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[123] Elapsed time 4.928 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.401198
INFO:root:Epoch[124] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[124] Elapsed time 5.004 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.406238
INFO:root:Epoch[125] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[125] Elapsed time 5.030 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.396782
INFO:root:Epoch[126] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[126] Elapsed time 4.980 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.481913
INFO:root:Epoch[127] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[127] Elapsed time 4.998 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.446268
INFO:root:Epoch[128] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[128] Elapsed time 5.181 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.394961
INFO:root:Epoch[129] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[129] Elapsed time 5.041 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.342354
INFO:root:Epoch[130] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[130] Elapsed time 4.927 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.419630
INFO:root:Epoch[131] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[131] Elapsed time 5.043 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.410310
INFO:root:Epoch[132] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[132] Elapsed time 4.960 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.374371
INFO:root:Loading parameters from best epoch (112)
INFO:root:Epoch[133] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[133] Elapsed time 5.132 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.328716
INFO:root:Epoch[134] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[134] Elapsed time 4.954 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.418871
INFO:root:Epoch[135] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[135] Elapsed time 5.124 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.443833
INFO:root:Epoch[136] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[136] Elapsed time 4.882 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.419613
INFO:root:Epoch[137] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[137] Elapsed time 5.004 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.385579
INFO:root:Epoch[138] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[138] Elapsed time 4.924 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.424360
INFO:root:Epoch[139] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[139] Elapsed time 5.083 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.468879
INFO:root:Epoch[140] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[140] Elapsed time 4.982 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.372074
INFO:root:Epoch[141] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[141] Elapsed time 5.160 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.376489
INFO:root:Epoch[142] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[142] Elapsed time 4.971 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.386907
INFO:root:Epoch[143] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[143] Elapsed time 5.017 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.438280
INFO:root:Loading parameters from best epoch (133)
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[144] Elapsed time 4.882 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.378875
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[145] Elapsed time 5.016 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.400367
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[146] Elapsed time 5.031 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.372254
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[147] Elapsed time 4.960 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.444824
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[148] Elapsed time 5.096 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.399342
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[149] Elapsed time 5.108 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.398011
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[150] Elapsed time 4.964 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.370548
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[151] Elapsed time 5.199 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.422106
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[152] Elapsed time 5.102 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.413175
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[153] Elapsed time 5.283 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.371180
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[154] Elapsed time 5.297 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.332675
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[155] Elapsed time 5.128 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.418276
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[156] Elapsed time 4.989 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.440305
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[157] Elapsed time 5.126 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.387568
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[158] Elapsed time 5.138 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.355184
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[159] Elapsed time 5.177 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.469453
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[160] Elapsed time 5.155 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.444764
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[161] Elapsed time 4.910 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.376035
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[162] Elapsed time 5.120 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.337609
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[163] Elapsed time 5.056 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.387241
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[164] Elapsed time 5.218 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.439742
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[165] Elapsed time 4.940 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.379206
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[166] Elapsed time 5.179 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.346701
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[167] Elapsed time 5.005 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.398161
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[168] Elapsed time 5.049 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.437952
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[169] Elapsed time 4.895 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.419735
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[170] Elapsed time 5.051 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.414360
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[171] Elapsed time 4.915 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.405683
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[172] Elapsed time 5.228 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.426792
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[173] Elapsed time 5.076 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.401914
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[174] Elapsed time 5.060 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.388636
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[175] Elapsed time 5.037 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.391997
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[176] Elapsed time 5.227 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.434337
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[177] Elapsed time 5.156 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.369363
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[178] Elapsed time 5.135 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.378215
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[179] Elapsed time 4.965 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.406682
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[180] Elapsed time 4.970 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.420060
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[181] Elapsed time 4.919 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.375864
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[182] Elapsed time 5.138 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.415001
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[183] Elapsed time 5.079 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.370029
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[184] Elapsed time 4.928 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.421496
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[185] Elapsed time 4.935 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.377007
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[186] Elapsed time 4.997 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.392541
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[187] Elapsed time 5.036 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.411146
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[188] Elapsed time 5.086 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.421748
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.40it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[189] Elapsed time 5.750 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.390885
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[190] Elapsed time 5.068 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.394113
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[191] Elapsed time 5.023 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.407564
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[192] Elapsed time 5.097 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.421855
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[193] Elapsed time 5.041 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.375598
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[194] Elapsed time 5.160 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.389650
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[195] Elapsed time 5.076 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.346726
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[196] Elapsed time 5.184 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.418303
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[197] Elapsed time 5.056 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.380309
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[198] Elapsed time 5.267 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.379247
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[199] Elapsed time 5.346 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.332887
INFO:root:Loading parameters from best epoch (133)
INFO:root:Final loss: 5.32871600151062 (occurred at epoch 133)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:45<00:00, 25.50it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
      MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  3.24859  0.031122  40.800557            0.027192             0.01299    44   

   epochs  num_batches  
0     200          100  
Seed: 45
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571
100%|██████████| 100/100 [00:04<00:00, 21.56it/s, avg_epoch_loss=7.21]
INFO:root:Epoch[0] Elapsed time 4.641 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.206096
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[1] Elapsed time 5.086 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.525294
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[2] Elapsed time 5.012 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.527155
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[3] Elapsed time 5.176 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.329723
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[4] Elapsed time 5.158 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.326297
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[5] Elapsed time 5.165 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.289796
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[6] Elapsed time 5.141 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.321371
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[7] Elapsed time 5.115 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.146479
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[8] Elapsed time 5.141 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.165751
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[9] Elapsed time 5.060 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.073891
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[10] Elapsed time 5.090 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.100550
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[11] Elapsed time 4.892 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.066194
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[12] Elapsed time 4.975 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.925830
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[13] Elapsed time 5.191 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.923567
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[14] Elapsed time 5.045 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.019233
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[15] Elapsed time 5.053 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.993153
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[16] Elapsed time 5.009 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.974283
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[17] Elapsed time 5.020 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.872593
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[18] Elapsed time 4.984 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.982177
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[19] Elapsed time 5.011 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.957376
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[20] Elapsed time 5.033 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.832356
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[21] Elapsed time 5.059 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.872389
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[22] Elapsed time 4.910 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.824824
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[23] Elapsed time 5.141 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.891721
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[24] Elapsed time 4.958 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.786389
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[25] Elapsed time 5.148 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.766124
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[26] Elapsed time 5.154 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.797552
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.55it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[27] Elapsed time 5.700 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.817059
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[28] Elapsed time 5.052 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.835726
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[29] Elapsed time 5.139 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.711674
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[30] Elapsed time 4.952 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.712071
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[31] Elapsed time 5.231 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.769276
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[32] Elapsed time 5.026 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.703357
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[33] Elapsed time 5.112 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.715297
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[34] Elapsed time 5.201 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.573791
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[35] Elapsed time 5.162 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.797862
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[36] Elapsed time 5.143 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.691958
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[37] Elapsed time 4.987 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.667390
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[38] Elapsed time 5.001 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.594586
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[39] Elapsed time 4.931 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.621434
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[40] Elapsed time 5.018 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.819597
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[41] Elapsed time 4.875 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.630464
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[42] Elapsed time 5.145 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.639716
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[43] Elapsed time 5.016 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.595112
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[44] Elapsed time 5.136 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.643829
INFO:root:Loading parameters from best epoch (34)
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[45] Elapsed time 5.001 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.602048
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[46] Elapsed time 5.136 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.597878
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[47] Elapsed time 4.931 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.582431
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[48] Elapsed time 4.982 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.607439
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[49] Elapsed time 5.070 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.561442
INFO:root:Epoch[50] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[50] Elapsed time 5.046 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.563523
INFO:root:Epoch[51] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[51] Elapsed time 4.934 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.556190
INFO:root:Epoch[52] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[52] Elapsed time 4.998 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.604645
INFO:root:Epoch[53] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[53] Elapsed time 4.939 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.563869
INFO:root:Epoch[54] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[54] Elapsed time 4.968 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.588580
INFO:root:Epoch[55] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[55] Elapsed time 4.965 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.564739
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[56] Elapsed time 5.132 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.600357
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[57] Elapsed time 4.970 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.564913
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[58] Elapsed time 5.104 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.536352
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[59] Elapsed time 4.999 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.553832
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[60] Elapsed time 5.011 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.604385
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[61] Elapsed time 5.071 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.510277
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[62] Elapsed time 5.020 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.568614
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 17.66it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[63] Elapsed time 5.664 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.536992
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[64] Elapsed time 5.088 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.680750
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[65] Elapsed time 5.023 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.579589
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[66] Elapsed time 5.180 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.518719
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[67] Elapsed time 5.161 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.494511
INFO:root:Epoch[68] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[68] Elapsed time 5.013 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.555355
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[69] Elapsed time 5.222 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.527771
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[70] Elapsed time 5.066 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.511425
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[71] Elapsed time 5.126 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.509835
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[72] Elapsed time 5.082 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.504546
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[73] Elapsed time 5.184 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.641490
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[74] Elapsed time 4.931 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.498212
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[75] Elapsed time 5.055 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.507902
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[76] Elapsed time 5.014 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.503682
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[77] Elapsed time 5.102 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.565621
INFO:root:Loading parameters from best epoch (67)
INFO:root:Epoch[78] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[78] Elapsed time 5.063 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.512672
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[79] Elapsed time 4.959 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.444355
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[80] Elapsed time 5.199 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.492623
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[81] Elapsed time 5.109 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.500365
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[82] Elapsed time 5.066 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.538091
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[83] Elapsed time 5.056 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.488360
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[84] Elapsed time 5.162 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.511236
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[85] Elapsed time 5.188 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.500400
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[86] Elapsed time 5.109 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.520683
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[87] Elapsed time 4.933 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.508089
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[88] Elapsed time 5.129 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.458784
INFO:root:Epoch[89] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[89] Elapsed time 5.120 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.459580
INFO:root:Loading parameters from best epoch (79)
INFO:root:Epoch[90] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[90] Elapsed time 5.092 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.560780
INFO:root:Epoch[91] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[91] Elapsed time 4.975 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.475539
INFO:root:Epoch[92] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[92] Elapsed time 5.077 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.456567
INFO:root:Epoch[93] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[93] Elapsed time 5.177 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.493899
INFO:root:Epoch[94] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[94] Elapsed time 5.170 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.541910
INFO:root:Epoch[95] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[95] Elapsed time 4.942 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.489682
INFO:root:Epoch[96] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[96] Elapsed time 5.078 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.471261
INFO:root:Epoch[97] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[97] Elapsed time 4.999 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.496315
INFO:root:Epoch[98] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 17.46it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[98] Elapsed time 5.733 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.560337
INFO:root:Epoch[99] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[99] Elapsed time 4.966 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.463348
INFO:root:Loading parameters from best epoch (79)
INFO:root:Epoch[100] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[100] Elapsed time 5.137 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.479010
INFO:root:Epoch[101] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[101] Elapsed time 5.236 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.469658
INFO:root:Epoch[102] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[102] Elapsed time 5.272 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.518954
INFO:root:Epoch[103] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[103] Elapsed time 5.028 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.489188
INFO:root:Epoch[104] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[104] Elapsed time 4.923 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.444384
INFO:root:Epoch[105] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[105] Elapsed time 4.980 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.500884
INFO:root:Epoch[106] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[106] Elapsed time 5.121 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.510597
INFO:root:Epoch[107] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[107] Elapsed time 4.962 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.452461
INFO:root:Epoch[108] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[108] Elapsed time 5.110 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.430826
INFO:root:Epoch[109] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[109] Elapsed time 4.995 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.468099
INFO:root:Epoch[110] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[110] Elapsed time 5.161 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.548429
INFO:root:Epoch[111] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[111] Elapsed time 5.016 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.470212
INFO:root:Epoch[112] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[112] Elapsed time 5.127 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.427430
INFO:root:Epoch[113] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[113] Elapsed time 5.106 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.453772
INFO:root:Epoch[114] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[114] Elapsed time 5.006 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.541877
INFO:root:Epoch[115] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[115] Elapsed time 5.083 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.477671
INFO:root:Epoch[116] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[116] Elapsed time 5.134 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.507146
INFO:root:Epoch[117] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[117] Elapsed time 4.982 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.469494
INFO:root:Epoch[118] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[118] Elapsed time 4.976 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.528005
INFO:root:Epoch[119] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[119] Elapsed time 5.052 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.443654
INFO:root:Epoch[120] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[120] Elapsed time 5.330 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.459541
INFO:root:Epoch[121] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[121] Elapsed time 5.038 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.466115
INFO:root:Epoch[122] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[122] Elapsed time 5.168 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.502242
INFO:root:Loading parameters from best epoch (112)
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[123] Elapsed time 5.032 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.446268
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[124] Elapsed time 5.177 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.447666
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[125] Elapsed time 5.056 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.477435
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[126] Elapsed time 5.115 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.535662
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[127] Elapsed time 4.934 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.470600
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[128] Elapsed time 4.987 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.449988
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[129] Elapsed time 5.139 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.442728
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[130] Elapsed time 5.011 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.505978
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[131] Elapsed time 5.084 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.561338
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[132] Elapsed time 5.115 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.490641
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.27it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[133] Elapsed time 5.792 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.398211
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[134] Elapsed time 5.077 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.516163
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[135] Elapsed time 4.953 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.484387
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[136] Elapsed time 4.915 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.467607
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[137] Elapsed time 5.190 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.449418
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[138] Elapsed time 5.001 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.466708
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[139] Elapsed time 5.148 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.559077
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[140] Elapsed time 5.079 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.427165
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[141] Elapsed time 5.177 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.461075
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[142] Elapsed time 5.049 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.459682
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[143] Elapsed time 5.062 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.508715
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[144] Elapsed time 5.041 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.456970
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[145] Elapsed time 5.190 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.471660
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[146] Elapsed time 4.962 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.460235
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[147] Elapsed time 5.126 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.523293
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[148] Elapsed time 5.037 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.450736
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[149] Elapsed time 5.135 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.468736
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[150] Elapsed time 4.928 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.455043
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[151] Elapsed time 5.058 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.504576
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[152] Elapsed time 5.038 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.415786
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[153] Elapsed time 5.178 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.460558
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[154] Elapsed time 5.049 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.445894
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[155] Elapsed time 5.274 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.524498
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[156] Elapsed time 5.080 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.479256
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[157] Elapsed time 5.147 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.445881
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[158] Elapsed time 5.008 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.443052
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[159] Elapsed time 5.015 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.495078
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[160] Elapsed time 5.141 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.504430
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[161] Elapsed time 5.037 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.440212
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[162] Elapsed time 5.201 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.436603
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[163] Elapsed time 5.133 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.486848
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[164] Elapsed time 4.987 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.468676
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[165] Elapsed time 4.994 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.427813
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[166] Elapsed time 5.053 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.444179
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[167] Elapsed time 5.161 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.489338
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[168] Elapsed time 5.130 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.440913
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.15it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[169] Elapsed time 5.511 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.441911
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[170] Elapsed time 5.046 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.429005
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[171] Elapsed time 5.108 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.501319
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[172] Elapsed time 5.013 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.464991
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[173] Elapsed time 5.001 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.472139
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[174] Elapsed time 4.900 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.429206
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[175] Elapsed time 5.195 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.478528
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[176] Elapsed time 4.981 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.441769
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[177] Elapsed time 5.110 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.453387
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[178] Elapsed time 5.080 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.405101
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[179] Elapsed time 5.215 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.499822
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[180] Elapsed time 5.111 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.454639
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[181] Elapsed time 5.077 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.486364
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[182] Elapsed time 5.147 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.414120
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[183] Elapsed time 5.046 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.508519
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[184] Elapsed time 4.964 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.485280
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[185] Elapsed time 5.000 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.449921
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[186] Elapsed time 5.123 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.425459
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[187] Elapsed time 5.061 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.466802
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[188] Elapsed time 5.148 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.444833
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[189] Elapsed time 4.883 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.468834
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[190] Elapsed time 4.976 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.381367
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[191] Elapsed time 4.972 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.471841
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[192] Elapsed time 4.997 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.492589
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[193] Elapsed time 5.015 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.456907
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[194] Elapsed time 5.158 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.407779
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[195] Elapsed time 5.024 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.427767
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[196] Elapsed time 5.080 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.484332
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[197] Elapsed time 5.050 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.423473
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[198] Elapsed time 5.197 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.409127
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[199] Elapsed time 5.079 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.460670
INFO:root:Loading parameters from best epoch (190)
INFO:root:Final loss: 5.3813668060302735 (occurred at epoch 190)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:47<00:00, 25.26it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.433927  0.033041  45.400981            0.028545            0.013901   

   seed  epochs  num_batches  
0    45     200          100  
Seed: 46
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571
100%|██████████| 100/100 [00:04<00:00, 21.76it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[0] Elapsed time 4.598 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.075297
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[1] Elapsed time 5.035 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.549395
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[2] Elapsed time 5.204 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.517536
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[3] Elapsed time 5.016 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.343182
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[4] Elapsed time 5.071 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.344967
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[5] Elapsed time 5.164 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.205600
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.06it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[6] Elapsed time 5.538 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.243877
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[7] Elapsed time 5.189 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.170590
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[8] Elapsed time 5.068 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.058087
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6]
INFO:root:Epoch[9] Elapsed time 5.028 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=5.997648
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[10] Elapsed time 5.252 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.075127
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[11] Elapsed time 5.005 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.979831
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[12] Elapsed time 5.245 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.948699
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[13] Elapsed time 5.030 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.938279
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[14] Elapsed time 5.052 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.019677
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[15] Elapsed time 4.869 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.838836
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[16] Elapsed time 5.047 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.917527
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[17] Elapsed time 5.277 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.904107
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[18] Elapsed time 5.121 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.897446
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[19] Elapsed time 5.021 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.859947
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[20] Elapsed time 5.114 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.813031
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[21] Elapsed time 5.129 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.776972
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[22] Elapsed time 5.084 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.890287
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[23] Elapsed time 5.183 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.811024
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[24] Elapsed time 5.095 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.743629
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[25] Elapsed time 5.338 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.761393
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[26] Elapsed time 5.012 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.752652
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[27] Elapsed time 5.108 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.723941
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[28] Elapsed time 5.191 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.648539
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[29] Elapsed time 5.171 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.680069
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[30] Elapsed time 5.231 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.616540
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[31] Elapsed time 5.148 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.672248
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[32] Elapsed time 5.001 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.609755
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[33] Elapsed time 5.206 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.588744
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[34] Elapsed time 5.056 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.646293
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[35] Elapsed time 5.161 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.668359
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[36] Elapsed time 5.006 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.666949
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[37] Elapsed time 5.128 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.584953
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[38] Elapsed time 5.008 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.552912
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[39] Elapsed time 5.178 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.565469
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[40] Elapsed time 4.970 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.573756
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.58it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[41] Elapsed time 5.385 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.576516
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.64it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[42] Elapsed time 5.365 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.505407
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[43] Elapsed time 5.071 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.570922
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[44] Elapsed time 4.921 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.492975
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[45] Elapsed time 5.039 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.530193
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[46] Elapsed time 5.050 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.550944
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[47] Elapsed time 4.961 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.619756
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[48] Elapsed time 4.911 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.502408
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[49] Elapsed time 5.156 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.526229
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[50] Elapsed time 5.085 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.492626
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[51] Elapsed time 5.137 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.520675
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[52] Elapsed time 5.066 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.486498
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[53] Elapsed time 5.028 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.506153
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[54] Elapsed time 4.943 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.501112
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[55] Elapsed time 5.153 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.585916
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[56] Elapsed time 5.040 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.532433
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[57] Elapsed time 5.128 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.534287
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[58] Elapsed time 5.196 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.428178
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[59] Elapsed time 5.063 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.541561
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[60] Elapsed time 5.086 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.482678
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[61] Elapsed time 5.189 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.458247
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[62] Elapsed time 5.086 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.429444
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[63] Elapsed time 5.053 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.514229
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[64] Elapsed time 5.151 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.474711
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[65] Elapsed time 4.964 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.564455
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[66] Elapsed time 5.116 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.470255
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[67] Elapsed time 4.978 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.475608
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[68] Elapsed time 5.153 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.565113
INFO:root:Loading parameters from best epoch (58)
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[69] Elapsed time 4.922 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.458875
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[70] Elapsed time 5.064 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.438557
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[71] Elapsed time 4.993 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.428888
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[72] Elapsed time 5.219 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.474862
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[73] Elapsed time 4.981 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.389503
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[74] Elapsed time 5.121 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.446005
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[75] Elapsed time 5.116 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.449589
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[76] Elapsed time 5.211 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.492294
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 17.50it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[77] Elapsed time 5.715 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.430829
INFO:root:Epoch[78] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[78] Elapsed time 4.982 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.384875
INFO:root:Epoch[79] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[79] Elapsed time 4.921 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.429068
INFO:root:Epoch[80] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[80] Elapsed time 5.061 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.488657
INFO:root:Epoch[81] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[81] Elapsed time 5.012 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.418364
INFO:root:Epoch[82] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[82] Elapsed time 5.212 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.362253
INFO:root:Epoch[83] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[83] Elapsed time 5.075 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.406728
INFO:root:Epoch[84] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[84] Elapsed time 5.131 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.490513
INFO:root:Epoch[85] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[85] Elapsed time 4.986 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.438497
INFO:root:Epoch[86] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[86] Elapsed time 5.117 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.427026
INFO:root:Epoch[87] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[87] Elapsed time 5.085 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.395636
INFO:root:Epoch[88] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[88] Elapsed time 5.151 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.470874
INFO:root:Epoch[89] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[89] Elapsed time 4.972 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.515091
INFO:root:Epoch[90] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[90] Elapsed time 5.129 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.444735
INFO:root:Epoch[91] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[91] Elapsed time 5.192 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.349025
INFO:root:Epoch[92] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[92] Elapsed time 5.060 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.500665
INFO:root:Epoch[93] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[93] Elapsed time 5.094 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.458038
INFO:root:Epoch[94] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[94] Elapsed time 4.985 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.375250
INFO:root:Epoch[95] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[95] Elapsed time 4.913 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.363636
INFO:root:Epoch[96] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[96] Elapsed time 4.971 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.534211
INFO:root:Epoch[97] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[97] Elapsed time 4.928 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.421038
INFO:root:Epoch[98] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[98] Elapsed time 5.009 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.429714
INFO:root:Epoch[99] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[99] Elapsed time 5.128 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.417493
INFO:root:Epoch[100] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[100] Elapsed time 4.978 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.473240
INFO:root:Epoch[101] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[101] Elapsed time 5.039 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.423442
INFO:root:Loading parameters from best epoch (91)
INFO:root:Epoch[102] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[102] Elapsed time 5.237 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.376867
INFO:root:Epoch[103] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[103] Elapsed time 5.126 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.387528
INFO:root:Epoch[104] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[104] Elapsed time 5.243 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.452738
INFO:root:Epoch[105] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[105] Elapsed time 5.056 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.439695
INFO:root:Epoch[106] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[106] Elapsed time 4.959 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.430462
INFO:root:Epoch[107] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[107] Elapsed time 5.014 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.354986
INFO:root:Epoch[108] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[108] Elapsed time 4.994 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.442182
INFO:root:Epoch[109] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[109] Elapsed time 5.025 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.457987
INFO:root:Epoch[110] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[110] Elapsed time 4.965 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.414588
INFO:root:Epoch[111] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[111] Elapsed time 5.092 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.400138
INFO:root:Loading parameters from best epoch (91)
INFO:root:Epoch[112] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.49it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[112] Elapsed time 5.409 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.367142
INFO:root:Epoch[113] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.04it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[113] Elapsed time 5.544 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.445409
INFO:root:Epoch[114] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[114] Elapsed time 5.010 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.396881
INFO:root:Epoch[115] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[115] Elapsed time 5.176 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.381926
INFO:root:Epoch[116] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[116] Elapsed time 5.092 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.347947
INFO:root:Epoch[117] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[117] Elapsed time 5.153 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.459624
INFO:root:Epoch[118] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[118] Elapsed time 5.149 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.412118
INFO:root:Epoch[119] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[119] Elapsed time 5.118 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.402999
INFO:root:Epoch[120] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[120] Elapsed time 5.004 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.371359
INFO:root:Epoch[121] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[121] Elapsed time 5.168 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.450532
INFO:root:Epoch[122] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[122] Elapsed time 5.072 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.398392
INFO:root:Epoch[123] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[123] Elapsed time 5.141 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.344095
INFO:root:Epoch[124] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[124] Elapsed time 5.104 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.372854
INFO:root:Epoch[125] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[125] Elapsed time 5.135 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.461884
INFO:root:Epoch[126] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[126] Elapsed time 5.006 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.360875
INFO:root:Epoch[127] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[127] Elapsed time 5.244 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.379544
INFO:root:Epoch[128] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[128] Elapsed time 5.120 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.355413
INFO:root:Epoch[129] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[129] Elapsed time 4.984 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.448424
INFO:root:Epoch[130] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[130] Elapsed time 4.945 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.415779
INFO:root:Epoch[131] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[131] Elapsed time 4.911 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.404582
INFO:root:Epoch[132] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[132] Elapsed time 4.965 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.338096
INFO:root:Epoch[133] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[133] Elapsed time 4.944 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.448960
INFO:root:Epoch[134] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[134] Elapsed time 5.171 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.422697
INFO:root:Epoch[135] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[135] Elapsed time 5.095 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.375939
INFO:root:Epoch[136] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[136] Elapsed time 5.182 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.343303
INFO:root:Epoch[137] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[137] Elapsed time 5.068 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.403420
INFO:root:Epoch[138] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[138] Elapsed time 5.062 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.406598
INFO:root:Epoch[139] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[139] Elapsed time 5.058 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.392765
INFO:root:Epoch[140] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[140] Elapsed time 5.073 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.341803
INFO:root:Epoch[141] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[141] Elapsed time 5.103 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.424654
INFO:root:Epoch[142] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[142] Elapsed time 5.103 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.406150
INFO:root:Loading parameters from best epoch (132)
INFO:root:Epoch[143] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[143] Elapsed time 4.972 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.383826
INFO:root:Epoch[144] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[144] Elapsed time 5.196 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.345173
INFO:root:Epoch[145] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[145] Elapsed time 5.120 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.428650
INFO:root:Epoch[146] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[146] Elapsed time 5.039 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.413256
INFO:root:Epoch[147] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[147] Elapsed time 4.909 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.376888
INFO:root:Epoch[148] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 17.45it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[148] Elapsed time 5.732 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.366505
INFO:root:Epoch[149] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[149] Elapsed time 5.100 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.393653
INFO:root:Epoch[150] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[150] Elapsed time 5.075 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.460064
INFO:root:Epoch[151] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[151] Elapsed time 5.123 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.416071
INFO:root:Epoch[152] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[152] Elapsed time 5.267 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.378800
INFO:root:Loading parameters from best epoch (132)
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[153] Elapsed time 5.031 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.367737
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[154] Elapsed time 5.211 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.394781
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[155] Elapsed time 4.994 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.392941
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[156] Elapsed time 5.104 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.365999
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[157] Elapsed time 5.105 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.391852
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[158] Elapsed time 5.146 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.416574
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[159] Elapsed time 5.000 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.402999
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[160] Elapsed time 5.107 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.410673
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[161] Elapsed time 5.100 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.373638
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[162] Elapsed time 5.123 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.430887
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[163] Elapsed time 4.995 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.396994
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[164] Elapsed time 5.270 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.362433
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[165] Elapsed time 5.034 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.387405
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[166] Elapsed time 5.179 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.435695
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[167] Elapsed time 4.929 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.405032
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[168] Elapsed time 5.024 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.381007
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[169] Elapsed time 5.113 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.335568
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[170] Elapsed time 5.152 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.473745
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[171] Elapsed time 4.837 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.420858
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[172] Elapsed time 5.036 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.362907
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[173] Elapsed time 5.108 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.332984
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[174] Elapsed time 4.993 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.419444
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[175] Elapsed time 4.974 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.440027
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[176] Elapsed time 5.112 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.371105
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[177] Elapsed time 5.060 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.355613
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[178] Elapsed time 4.935 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.440460
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[179] Elapsed time 5.020 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.408143
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[180] Elapsed time 4.935 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.383178
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[181] Elapsed time 5.176 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.376231
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[182] Elapsed time 5.037 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.363381
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.91it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[183] Elapsed time 5.587 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.386506
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[184] Elapsed time 5.010 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.382666
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[185] Elapsed time 5.067 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.353078
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[186] Elapsed time 4.911 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.372436
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[187] Elapsed time 5.121 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.425308
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[188] Elapsed time 4.990 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.382578
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[189] Elapsed time 5.194 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.379993
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.32]
INFO:root:Epoch[190] Elapsed time 5.124 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.319366
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[191] Elapsed time 5.141 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.406754
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[192] Elapsed time 5.033 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.422706
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[193] Elapsed time 5.169 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.348262
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[194] Elapsed time 5.054 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.344466
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[195] Elapsed time 5.083 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.475934
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[196] Elapsed time 5.129 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.393501
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[197] Elapsed time 5.235 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.396050
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.32]
INFO:root:Epoch[198] Elapsed time 5.114 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.323190
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[199] Elapsed time 5.011 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.412820
INFO:root:Loading parameters from best epoch (190)
INFO:root:Final loss: 5.319366469383239 (occurred at epoch 190)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:47<00:00, 25.24it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.402333  0.032694  39.842791            0.028634            0.013067   

   seed  epochs  num_batches  
0    46     200          100  
Seed: 47
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571
100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=7.33]
INFO:root:Epoch[0] Elapsed time 4.805 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.327109
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[1] Elapsed time 4.994 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.588857
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[2] Elapsed time 5.072 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.512587
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[3] Elapsed time 5.038 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.407704
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[4] Elapsed time 5.131 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.353937
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[5] Elapsed time 5.207 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.307379
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[6] Elapsed time 5.135 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.317198
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[7] Elapsed time 5.117 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.213683
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[8] Elapsed time 5.225 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.118264
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[9] Elapsed time 5.133 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.094956
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[10] Elapsed time 4.998 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.100884
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[11] Elapsed time 5.058 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.051565
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[12] Elapsed time 4.992 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.083501
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[13] Elapsed time 5.149 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.947045
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[14] Elapsed time 5.050 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.956699
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[15] Elapsed time 5.035 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.970286
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[16] Elapsed time 4.878 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.950369
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[17] Elapsed time 5.235 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.914085
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[18] Elapsed time 4.979 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.842005
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[19] Elapsed time 5.056 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.874073
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[20] Elapsed time 4.981 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.860696
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.45it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[21] Elapsed time 5.731 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.829351
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[22] Elapsed time 4.927 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.861112
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[23] Elapsed time 4.961 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.823494
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[24] Elapsed time 5.203 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.855068
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[25] Elapsed time 5.202 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.707214
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[26] Elapsed time 5.101 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.833466
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[27] Elapsed time 5.058 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.826300
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[28] Elapsed time 5.087 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.726943
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[29] Elapsed time 5.091 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.664954
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[30] Elapsed time 5.091 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.703487
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[31] Elapsed time 5.255 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.712102
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[32] Elapsed time 5.066 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.658007
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[33] Elapsed time 5.038 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.602082
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[34] Elapsed time 5.024 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.619303
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[35] Elapsed time 5.155 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.654901
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[36] Elapsed time 4.996 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.617695
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[37] Elapsed time 5.050 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.714732
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[38] Elapsed time 5.146 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.617921
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[39] Elapsed time 5.081 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.657180
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[40] Elapsed time 4.841 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.616374
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[41] Elapsed time 5.047 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.602026
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[42] Elapsed time 5.145 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.521560
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[43] Elapsed time 4.983 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.634575
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[44] Elapsed time 4.920 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.572052
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[45] Elapsed time 5.044 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.573686
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[46] Elapsed time 5.155 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.499739
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[47] Elapsed time 5.151 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.558295
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[48] Elapsed time 5.223 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.648332
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[49] Elapsed time 4.997 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.555289
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[50] Elapsed time 5.099 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.564280
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[51] Elapsed time 4.936 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.508963
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[52] Elapsed time 4.993 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.533878
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[53] Elapsed time 5.087 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.550622
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[54] Elapsed time 5.164 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.524308
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[55] Elapsed time 5.077 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.519973
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.85it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[56] Elapsed time 5.607 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.595245
INFO:root:Loading parameters from best epoch (46)
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[57] Elapsed time 5.076 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.492833
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[58] Elapsed time 5.043 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.485969
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[59] Elapsed time 5.083 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.465268
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[60] Elapsed time 5.221 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.557055
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[61] Elapsed time 5.007 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.467571
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[62] Elapsed time 5.128 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.451809
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[63] Elapsed time 5.051 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.493105
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[64] Elapsed time 5.056 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.558588
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[65] Elapsed time 5.076 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.527852
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[66] Elapsed time 5.030 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.449809
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[67] Elapsed time 5.225 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.416952
INFO:root:Epoch[68] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[68] Elapsed time 4.999 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.510160
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[69] Elapsed time 5.010 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.493964
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[70] Elapsed time 4.938 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.479159
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[71] Elapsed time 5.020 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.443050
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[72] Elapsed time 4.962 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.468079
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[73] Elapsed time 5.046 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.481675
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[74] Elapsed time 5.058 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.457822
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[75] Elapsed time 5.138 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.468463
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[76] Elapsed time 5.035 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.461796
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[77] Elapsed time 5.241 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.504532
INFO:root:Loading parameters from best epoch (67)
INFO:root:Epoch[78] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[78] Elapsed time 5.084 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.478937
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[79] Elapsed time 4.999 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.461743
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[80] Elapsed time 4.925 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.428762
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[81] Elapsed time 5.040 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.501630
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[82] Elapsed time 4.955 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.441043
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[83] Elapsed time 5.071 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.429689
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[84] Elapsed time 5.024 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.445980
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[85] Elapsed time 5.078 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.515895
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[86] Elapsed time 5.008 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.422081
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[87] Elapsed time 5.034 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.442767
INFO:root:Loading parameters from best epoch (67)
INFO:root:Epoch[88] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[88] Elapsed time 5.184 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.463420
INFO:root:Epoch[89] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[89] Elapsed time 5.001 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.493225
INFO:root:Epoch[90] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[90] Elapsed time 5.045 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.450130
INFO:root:Epoch[91] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[91] Elapsed time 5.314 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.417984
INFO:root:Epoch[92] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 17.67it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[92] Elapsed time 5.662 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.416459
INFO:root:Epoch[93] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[93] Elapsed time 4.927 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.476418
INFO:root:Epoch[94] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[94] Elapsed time 4.934 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.431889
INFO:root:Epoch[95] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[95] Elapsed time 5.218 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.457712
INFO:root:Epoch[96] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[96] Elapsed time 4.968 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.438474
INFO:root:Epoch[97] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[97] Elapsed time 5.056 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.509986
INFO:root:Epoch[98] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[98] Elapsed time 4.889 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.437673
INFO:root:Epoch[99] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[99] Elapsed time 5.010 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.433623
INFO:root:Epoch[100] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[100] Elapsed time 4.994 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.415813
INFO:root:Epoch[101] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[101] Elapsed time 5.013 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.522654
INFO:root:Epoch[102] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[102] Elapsed time 5.015 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.431041
INFO:root:Epoch[103] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[103] Elapsed time 4.950 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.442527
INFO:root:Epoch[104] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[104] Elapsed time 5.005 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.399517
INFO:root:Epoch[105] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[105] Elapsed time 4.944 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.468004
INFO:root:Epoch[106] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[106] Elapsed time 5.181 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.460095
INFO:root:Epoch[107] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[107] Elapsed time 4.972 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.434928
INFO:root:Epoch[108] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[108] Elapsed time 5.146 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.425996
INFO:root:Epoch[109] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[109] Elapsed time 5.038 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.411820
INFO:root:Epoch[110] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[110] Elapsed time 5.159 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.487349
INFO:root:Epoch[111] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[111] Elapsed time 5.042 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.428783
INFO:root:Epoch[112] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[112] Elapsed time 5.085 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.440687
INFO:root:Epoch[113] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[113] Elapsed time 4.924 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.433496
INFO:root:Epoch[114] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[114] Elapsed time 5.097 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.489155
INFO:root:Loading parameters from best epoch (104)
INFO:root:Epoch[115] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[115] Elapsed time 4.997 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.436173
INFO:root:Epoch[116] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[116] Elapsed time 5.087 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.444458
INFO:root:Epoch[117] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[117] Elapsed time 5.060 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.392466
INFO:root:Epoch[118] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[118] Elapsed time 5.173 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.471329
INFO:root:Epoch[119] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[119] Elapsed time 4.944 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.426701
INFO:root:Epoch[120] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[120] Elapsed time 5.119 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.447170
INFO:root:Epoch[121] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[121] Elapsed time 5.204 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.429560
INFO:root:Epoch[122] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[122] Elapsed time 5.130 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.476514
INFO:root:Epoch[123] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[123] Elapsed time 5.064 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.425671
INFO:root:Epoch[124] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[124] Elapsed time 5.132 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.417486
INFO:root:Epoch[125] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[125] Elapsed time 5.062 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.429705
INFO:root:Epoch[126] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[126] Elapsed time 5.281 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.517681
INFO:root:Epoch[127] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.00it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[127] Elapsed time 5.558 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.449636
INFO:root:Loading parameters from best epoch (117)
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[128] Elapsed time 5.056 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.406409
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[129] Elapsed time 4.976 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.420410
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[130] Elapsed time 4.976 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.499603
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[131] Elapsed time 4.909 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.456062
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[132] Elapsed time 5.045 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.428323
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[133] Elapsed time 4.992 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.382218
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[134] Elapsed time 5.118 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.470859
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[135] Elapsed time 5.181 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.455032
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[136] Elapsed time 5.139 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.451703
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[137] Elapsed time 5.137 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.381518
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[138] Elapsed time 5.132 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.460013
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[139] Elapsed time 5.141 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.489386
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[140] Elapsed time 5.014 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.392146
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[141] Elapsed time 5.134 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.422246
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[142] Elapsed time 5.047 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.414368
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[143] Elapsed time 5.085 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.476344
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[144] Elapsed time 5.089 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.419484
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[145] Elapsed time 5.118 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.449746
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[146] Elapsed time 5.074 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.420438
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[147] Elapsed time 5.146 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.480797
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[148] Elapsed time 5.012 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.401057
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[149] Elapsed time 5.272 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.403991
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[150] Elapsed time 5.093 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.404576
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[151] Elapsed time 5.230 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.464515
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[152] Elapsed time 5.080 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.425776
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[153] Elapsed time 5.006 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.432549
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[154] Elapsed time 4.997 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.412228
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[155] Elapsed time 5.041 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.476546
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[156] Elapsed time 4.951 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.431377
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[157] Elapsed time 5.035 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.415814
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[158] Elapsed time 5.074 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.381421
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[159] Elapsed time 5.080 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.430329
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[160] Elapsed time 4.962 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.469167
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[161] Elapsed time 5.142 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.422463
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.40it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[162] Elapsed time 5.438 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.396624
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[163] Elapsed time 5.244 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.415893
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[164] Elapsed time 5.027 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.465071
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[165] Elapsed time 4.936 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.426290
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[166] Elapsed time 4.985 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.409241
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[167] Elapsed time 4.921 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.414756
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[168] Elapsed time 5.102 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.465460
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[169] Elapsed time 5.025 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.440286
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[170] Elapsed time 5.094 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.391752
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[171] Elapsed time 5.007 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.409974
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[172] Elapsed time 5.018 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.471317
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[173] Elapsed time 5.104 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.404194
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[174] Elapsed time 5.129 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.407247
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[175] Elapsed time 5.086 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.397046
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[176] Elapsed time 5.022 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.469490
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[177] Elapsed time 4.946 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.394694
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[178] Elapsed time 5.104 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.392461
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[179] Elapsed time 5.028 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.403679
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[180] Elapsed time 5.109 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.438531
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[181] Elapsed time 4.883 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.402595
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[182] Elapsed time 5.137 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.410885
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[183] Elapsed time 5.044 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.398167
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[184] Elapsed time 5.245 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.475102
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[185] Elapsed time 5.105 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.423059
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[186] Elapsed time 5.027 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.421465
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[187] Elapsed time 5.183 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.367403
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[188] Elapsed time 5.312 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.472511
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[189] Elapsed time 5.121 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.447994
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[190] Elapsed time 4.896 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.377776
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[191] Elapsed time 5.196 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.420718
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[192] Elapsed time 4.991 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.452246
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[193] Elapsed time 5.124 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.490957
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[194] Elapsed time 4.927 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.415583
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[195] Elapsed time 5.214 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.400568
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[196] Elapsed time 5.074 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.430125
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[197] Elapsed time 5.128 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.477026
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.35it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[198] Elapsed time 5.455 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.415612
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[199] Elapsed time 5.071 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.393319
INFO:root:Loading parameters from best epoch (187)
INFO:root:Final loss: 5.367403359413147 (occurred at epoch 187)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.44it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.363746  0.032274  42.120512            0.028155            0.013819   

   seed  epochs  num_batches  
0    47     200          100  
Seed: 48
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=7.32]
INFO:root:Epoch[0] Elapsed time 4.831 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.315512
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.13it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[1] Elapsed time 5.518 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.508927
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[2] Elapsed time 5.043 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.489106
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[3] Elapsed time 4.987 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.355872
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[4] Elapsed time 5.060 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.344730
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[5] Elapsed time 4.968 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.173587
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[6] Elapsed time 4.993 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.341113
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[7] Elapsed time 4.830 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.119813
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[8] Elapsed time 5.068 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.106671
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[9] Elapsed time 5.273 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.143794
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[10] Elapsed time 5.105 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.103299
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[11] Elapsed time 4.999 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.015916
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[12] Elapsed time 5.169 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.956588
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[13] Elapsed time 5.093 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.985758
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[14] Elapsed time 5.064 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.016257
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[15] Elapsed time 5.017 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.009735
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[16] Elapsed time 5.155 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.886878
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[17] Elapsed time 5.017 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.819417
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[18] Elapsed time 4.975 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.896672
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[19] Elapsed time 5.272 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.859518
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[20] Elapsed time 5.027 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.746545
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[21] Elapsed time 5.144 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.729225
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[22] Elapsed time 4.994 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.874482
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[23] Elapsed time 4.973 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.812793
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[24] Elapsed time 5.018 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.835462
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[25] Elapsed time 5.201 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.704407
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[26] Elapsed time 5.145 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.688556
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[27] Elapsed time 5.109 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.754730
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[28] Elapsed time 5.060 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.723795
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[29] Elapsed time 5.077 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.680971
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[30] Elapsed time 5.072 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.704636
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[31] Elapsed time 5.071 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.708510
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[32] Elapsed time 5.035 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.626168
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[33] Elapsed time 5.043 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.634628
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[34] Elapsed time 4.993 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.592664
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[35] Elapsed time 4.958 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.733606
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.55it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[36] Elapsed time 5.392 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.624113
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[37] Elapsed time 4.969 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.625750
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[38] Elapsed time 4.883 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.630708
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[39] Elapsed time 5.119 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.594367
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[40] Elapsed time 4.861 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.594264
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[41] Elapsed time 5.170 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.564786
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[42] Elapsed time 4.996 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.591109
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[43] Elapsed time 5.076 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.625564
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[44] Elapsed time 5.034 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.551321
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[45] Elapsed time 5.045 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.545909
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[46] Elapsed time 5.090 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.481947
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[47] Elapsed time 5.207 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.607160
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[48] Elapsed time 4.996 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.539474
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[49] Elapsed time 5.153 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.534982
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[50] Elapsed time 5.089 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.479580
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[51] Elapsed time 5.067 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.568380
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[52] Elapsed time 4.926 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.494884
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[53] Elapsed time 5.183 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.507409
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[54] Elapsed time 5.037 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.524291
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[55] Elapsed time 4.930 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.566222
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[56] Elapsed time 5.030 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.563761
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[57] Elapsed time 4.914 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.481467
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[58] Elapsed time 5.293 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.533633
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[59] Elapsed time 5.039 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.493492
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[60] Elapsed time 5.088 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.494520
INFO:root:Loading parameters from best epoch (50)
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[61] Elapsed time 4.998 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.450583
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[62] Elapsed time 5.105 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.456019
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[63] Elapsed time 5.005 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.429698
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[64] Elapsed time 5.253 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.497632
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[65] Elapsed time 4.997 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.459336
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[66] Elapsed time 5.168 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.449489
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[67] Elapsed time 5.054 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.419747
INFO:root:Epoch[68] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[68] Elapsed time 5.044 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.453298
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[69] Elapsed time 4.986 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.481405
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[70] Elapsed time 5.184 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.422354
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.36it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[71] Elapsed time 5.448 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.477912
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.50it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[72] Elapsed time 5.407 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.460974
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[73] Elapsed time 4.975 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.468309
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[74] Elapsed time 5.096 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.437903
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[75] Elapsed time 5.206 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.433098
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[76] Elapsed time 5.003 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.479101
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[77] Elapsed time 5.106 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.454463
INFO:root:Loading parameters from best epoch (67)
INFO:root:Epoch[78] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[78] Elapsed time 5.145 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.456393
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[79] Elapsed time 5.177 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.435423
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[80] Elapsed time 5.130 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.516817
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[81] Elapsed time 4.970 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.419892
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[82] Elapsed time 5.118 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.429972
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[83] Elapsed time 4.927 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.414821
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[84] Elapsed time 4.993 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.478157
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[85] Elapsed time 5.078 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.465303
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[86] Elapsed time 5.318 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.425515
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[87] Elapsed time 5.106 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.395568
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[88] Elapsed time 4.948 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.522076
INFO:root:Epoch[89] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[89] Elapsed time 4.999 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.442045
INFO:root:Epoch[90] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[90] Elapsed time 5.222 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.363628
INFO:root:Epoch[91] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[91] Elapsed time 5.043 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.430243
INFO:root:Epoch[92] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[92] Elapsed time 5.128 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.517769
INFO:root:Epoch[93] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[93] Elapsed time 5.066 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.424155
INFO:root:Epoch[94] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[94] Elapsed time 5.170 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.381910
INFO:root:Epoch[95] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[95] Elapsed time 5.143 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.407845
INFO:root:Epoch[96] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[96] Elapsed time 5.087 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.440927
INFO:root:Epoch[97] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[97] Elapsed time 4.960 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.436802
INFO:root:Epoch[98] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[98] Elapsed time 4.962 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.407069
INFO:root:Epoch[99] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[99] Elapsed time 5.099 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.396225
INFO:root:Epoch[100] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[100] Elapsed time 4.942 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.458972
INFO:root:Loading parameters from best epoch (90)
INFO:root:Epoch[101] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[101] Elapsed time 5.009 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.466382
INFO:root:Epoch[102] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[102] Elapsed time 4.980 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.398927
INFO:root:Epoch[103] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[103] Elapsed time 4.986 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.362083
INFO:root:Epoch[104] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[104] Elapsed time 4.938 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.453821
INFO:root:Epoch[105] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[105] Elapsed time 4.931 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.450727
INFO:root:Epoch[106] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[106] Elapsed time 5.010 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.388802
INFO:root:Epoch[107] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 17.61it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[107] Elapsed time 5.681 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.391382
INFO:root:Epoch[108] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[108] Elapsed time 5.275 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.440241
INFO:root:Epoch[109] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[109] Elapsed time 5.145 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.485108
INFO:root:Epoch[110] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[110] Elapsed time 5.063 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.389972
INFO:root:Epoch[111] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[111] Elapsed time 5.175 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.418424
INFO:root:Epoch[112] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[112] Elapsed time 5.008 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.398566
INFO:root:Epoch[113] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[113] Elapsed time 5.167 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.465762
INFO:root:Loading parameters from best epoch (103)
INFO:root:Epoch[114] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[114] Elapsed time 4.912 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.407328
INFO:root:Epoch[115] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[115] Elapsed time 5.161 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.404961
INFO:root:Epoch[116] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[116] Elapsed time 5.032 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.361066
INFO:root:Epoch[117] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[117] Elapsed time 5.040 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.473109
INFO:root:Epoch[118] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[118] Elapsed time 4.969 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.431155
INFO:root:Epoch[119] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[119] Elapsed time 4.931 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.351011
INFO:root:Epoch[120] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[120] Elapsed time 4.987 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.400679
INFO:root:Epoch[121] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[121] Elapsed time 5.047 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.459901
INFO:root:Epoch[122] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[122] Elapsed time 5.083 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.437144
INFO:root:Epoch[123] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[123] Elapsed time 4.940 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.404801
INFO:root:Epoch[124] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[124] Elapsed time 5.074 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.409455
INFO:root:Epoch[125] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[125] Elapsed time 4.937 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.398466
INFO:root:Epoch[126] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[126] Elapsed time 5.096 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.479757
INFO:root:Epoch[127] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[127] Elapsed time 4.943 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.428793
INFO:root:Epoch[128] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[128] Elapsed time 5.267 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.415583
INFO:root:Epoch[129] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[129] Elapsed time 5.107 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.419965
INFO:root:Loading parameters from best epoch (119)
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[130] Elapsed time 5.093 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.498066
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[131] Elapsed time 5.099 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.416264
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[132] Elapsed time 5.084 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.414003
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[133] Elapsed time 5.058 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.366411
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[134] Elapsed time 5.148 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.476972
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[135] Elapsed time 4.889 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.424273
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[136] Elapsed time 5.066 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.384432
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[137] Elapsed time 5.067 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.413152
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[138] Elapsed time 5.159 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.464948
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[139] Elapsed time 5.114 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.433304
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[140] Elapsed time 5.098 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.433913
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[141] Elapsed time 5.079 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.360585
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.72it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[142] Elapsed time 5.649 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.492617
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[143] Elapsed time 5.012 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.420665
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[144] Elapsed time 5.096 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.399880
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[145] Elapsed time 4.964 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.371604
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[146] Elapsed time 4.981 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.444304
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[147] Elapsed time 4.898 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.431917
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[148] Elapsed time 5.015 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.416187
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[149] Elapsed time 4.977 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.355286
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[150] Elapsed time 5.102 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.440920
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[151] Elapsed time 4.944 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.431879
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[152] Elapsed time 5.187 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.392120
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[153] Elapsed time 5.165 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.411086
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[154] Elapsed time 5.101 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.405639
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[155] Elapsed time 5.141 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.431785
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[156] Elapsed time 5.005 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.405249
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[157] Elapsed time 4.991 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.386877
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[158] Elapsed time 5.024 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.428145
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[159] Elapsed time 5.118 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.440540
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[160] Elapsed time 4.884 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.418822
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[161] Elapsed time 5.171 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.415923
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[162] Elapsed time 5.020 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.417641
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[163] Elapsed time 5.120 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.457796
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[164] Elapsed time 4.988 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.430360
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[165] Elapsed time 5.259 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.385444
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[166] Elapsed time 5.177 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.387109
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[167] Elapsed time 5.176 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.415709
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[168] Elapsed time 5.014 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.398661
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[169] Elapsed time 5.249 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.397041
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[170] Elapsed time 5.024 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.369918
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[171] Elapsed time 5.017 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.453949
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[172] Elapsed time 5.066 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.422542
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[173] Elapsed time 5.048 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.433508
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[174] Elapsed time 4.978 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.373403
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[175] Elapsed time 4.996 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.463272
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[176] Elapsed time 4.969 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.410331
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[177] Elapsed time 5.133 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.430244
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.13it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[178] Elapsed time 5.521 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.379019
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[179] Elapsed time 4.996 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.449022
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[180] Elapsed time 5.176 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.415518
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[181] Elapsed time 5.154 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.391758
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[182] Elapsed time 4.972 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.360426
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[183] Elapsed time 5.177 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.476056
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[184] Elapsed time 4.910 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.425207
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[185] Elapsed time 5.053 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.391568
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[186] Elapsed time 5.100 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.365379
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[187] Elapsed time 4.870 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.489912
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[188] Elapsed time 5.147 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.406940
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[189] Elapsed time 5.047 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.407029
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[190] Elapsed time 5.001 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.367786
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[191] Elapsed time 5.007 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.437439
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[192] Elapsed time 5.002 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.422084
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[193] Elapsed time 4.991 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.384199
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[194] Elapsed time 5.145 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.394008
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[195] Elapsed time 5.092 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.410233
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[196] Elapsed time 5.110 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.431624
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[197] Elapsed time 5.032 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.396566
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[198] Elapsed time 5.097 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.388464
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[199] Elapsed time 5.007 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.387579
INFO:root:Loading parameters from best epoch (119)
INFO:root:Final loss: 5.351010575294494 (occurred at epoch 119)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:48<00:00, 25.15it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.430122  0.032202  42.402264            0.028536            0.013681   

   seed  epochs  num_batches  
0    48     200          100  
Seed: 49
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571
100%|██████████| 100/100 [00:04<00:00, 21.21it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[0] Elapsed time 4.717 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.152857
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[1] Elapsed time 5.122 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.538895
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[2] Elapsed time 5.225 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.456689
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[3] Elapsed time 5.085 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.342433
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[4] Elapsed time 5.131 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.309174
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[5] Elapsed time 5.013 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.258196
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[6] Elapsed time 5.051 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.275175
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[7] Elapsed time 4.927 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.162684
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[8] Elapsed time 5.134 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.054666
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[9] Elapsed time 4.897 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.045091
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[10] Elapsed time 5.124 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.091512
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[11] Elapsed time 4.945 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.939083
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[12] Elapsed time 5.126 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.937176
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=6]
INFO:root:Epoch[13] Elapsed time 5.278 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.998662
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[14] Elapsed time 5.289 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.965586
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[15] Elapsed time 5.319 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.840311
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.44it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[16] Elapsed time 5.425 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.859875
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[17] Elapsed time 5.118 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.808780
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[18] Elapsed time 5.026 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.961564
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[19] Elapsed time 4.923 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.792126
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[20] Elapsed time 5.108 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.777128
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[21] Elapsed time 5.089 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.707173
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[22] Elapsed time 4.995 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.824678
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[23] Elapsed time 4.969 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.724280
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[24] Elapsed time 5.196 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.686631
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[25] Elapsed time 5.295 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.629978
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[26] Elapsed time 5.096 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.665104
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[27] Elapsed time 5.146 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.754773
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[28] Elapsed time 5.064 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.678662
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[29] Elapsed time 5.260 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.649870
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[30] Elapsed time 4.980 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.666871
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[31] Elapsed time 5.265 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.685297
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[32] Elapsed time 4.895 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.620828
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[33] Elapsed time 5.097 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.595372
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[34] Elapsed time 4.971 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.632932
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[35] Elapsed time 5.031 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.642539
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[36] Elapsed time 5.007 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.619529
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[37] Elapsed time 5.124 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.622880
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[38] Elapsed time 5.160 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.676320
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[39] Elapsed time 5.104 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.662803
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[40] Elapsed time 5.022 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.554064
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[41] Elapsed time 5.035 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.588985
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[42] Elapsed time 5.097 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.635023
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[43] Elapsed time 5.257 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.632975
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[44] Elapsed time 5.069 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.533052
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[45] Elapsed time 5.264 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.512436
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[46] Elapsed time 5.096 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.501261
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[47] Elapsed time 5.124 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.576600
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[48] Elapsed time 5.105 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.576826
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[49] Elapsed time 4.978 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.505254
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[50] Elapsed time 5.163 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.484861
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.98it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[51] Elapsed time 5.563 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.520977
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[52] Elapsed time 5.040 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.526824
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[53] Elapsed time 4.954 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.524989
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[54] Elapsed time 5.038 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.461046
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[55] Elapsed time 4.973 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.512891
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[56] Elapsed time 5.118 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.572928
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[57] Elapsed time 4.956 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.465877
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[58] Elapsed time 4.998 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.469033
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[59] Elapsed time 5.121 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.434025
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[60] Elapsed time 5.151 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.551944
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[61] Elapsed time 5.108 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.544662
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[62] Elapsed time 5.234 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.541996
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[63] Elapsed time 5.018 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.425020
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[64] Elapsed time 5.126 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.528965
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[65] Elapsed time 5.011 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.431527
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[66] Elapsed time 5.034 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.453193
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[67] Elapsed time 5.164 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.455788
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[68] Elapsed time 5.235 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.531124
INFO:root:Epoch[69] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[69] Elapsed time 4.969 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.486729
INFO:root:Epoch[70] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[70] Elapsed time 5.284 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.461893
INFO:root:Epoch[71] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[71] Elapsed time 5.228 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.418115
INFO:root:Epoch[72] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[72] Elapsed time 5.109 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.519964
INFO:root:Epoch[73] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[73] Elapsed time 5.140 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.477545
INFO:root:Epoch[74] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[74] Elapsed time 5.051 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.439072
INFO:root:Epoch[75] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[75] Elapsed time 5.023 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.427155
INFO:root:Epoch[76] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[76] Elapsed time 5.083 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.460842
INFO:root:Epoch[77] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[77] Elapsed time 5.134 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.483796
INFO:root:Epoch[78] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[78] Elapsed time 5.003 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.445679
INFO:root:Epoch[79] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[79] Elapsed time 5.085 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.406935
INFO:root:Epoch[80] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[80] Elapsed time 5.116 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.424409
INFO:root:Epoch[81] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[81] Elapsed time 5.108 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.483785
INFO:root:Epoch[82] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[82] Elapsed time 4.867 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.423612
INFO:root:Epoch[83] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[83] Elapsed time 5.016 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.400056
INFO:root:Epoch[84] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[84] Elapsed time 5.173 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.458207
INFO:root:Epoch[85] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[85] Elapsed time 5.137 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.457684
INFO:root:Epoch[86] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.99it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[86] Elapsed time 5.564 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.429298
INFO:root:Epoch[87] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[87] Elapsed time 4.999 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.430827
INFO:root:Epoch[88] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[88] Elapsed time 4.919 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.476188
INFO:root:Epoch[89] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[89] Elapsed time 5.030 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.509439
INFO:root:Epoch[90] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[90] Elapsed time 4.988 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.413861
INFO:root:Epoch[91] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[91] Elapsed time 5.043 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.457502
INFO:root:Epoch[92] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[92] Elapsed time 5.086 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.440429
INFO:root:Epoch[93] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[93] Elapsed time 5.060 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.489332
INFO:root:Loading parameters from best epoch (83)
INFO:root:Epoch[94] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[94] Elapsed time 4.919 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.381828
INFO:root:Epoch[95] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[95] Elapsed time 4.996 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.409083
INFO:root:Epoch[96] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[96] Elapsed time 4.992 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.383732
INFO:root:Epoch[97] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[97] Elapsed time 5.253 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.449015
INFO:root:Epoch[98] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[98] Elapsed time 5.116 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.399334
INFO:root:Epoch[99] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[99] Elapsed time 5.125 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.410448
INFO:root:Epoch[100] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[100] Elapsed time 5.021 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.404559
INFO:root:Epoch[101] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[101] Elapsed time 5.144 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.441682
INFO:root:Epoch[102] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[102] Elapsed time 4.994 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.423166
INFO:root:Epoch[103] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.50it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[103] Elapsed time 5.407 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.381564
INFO:root:Epoch[104] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[104] Elapsed time 5.169 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.358058
INFO:root:Epoch[105] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[105] Elapsed time 5.147 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.474757
INFO:root:Epoch[106] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[106] Elapsed time 5.089 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.409756
INFO:root:Epoch[107] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[107] Elapsed time 5.021 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.391324
INFO:root:Epoch[108] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[108] Elapsed time 5.014 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.377767
INFO:root:Epoch[109] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[109] Elapsed time 4.994 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.427984
INFO:root:Epoch[110] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[110] Elapsed time 5.148 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.409733
INFO:root:Epoch[111] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[111] Elapsed time 4.996 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.446420
INFO:root:Epoch[112] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.32]
INFO:root:Epoch[112] Elapsed time 5.069 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.324484
INFO:root:Epoch[113] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[113] Elapsed time 5.048 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.457195
INFO:root:Epoch[114] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[114] Elapsed time 5.028 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.436423
INFO:root:Epoch[115] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[115] Elapsed time 5.063 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.406419
INFO:root:Epoch[116] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[116] Elapsed time 5.206 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.366678
INFO:root:Epoch[117] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[117] Elapsed time 5.211 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.423683
INFO:root:Epoch[118] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[118] Elapsed time 5.198 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.436409
INFO:root:Epoch[119] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[119] Elapsed time 5.062 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.396166
INFO:root:Epoch[120] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[120] Elapsed time 5.121 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.337167
INFO:root:Epoch[121] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 17.47it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[121] Elapsed time 5.725 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.405120
INFO:root:Epoch[122] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[122] Elapsed time 5.032 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.479371
INFO:root:Loading parameters from best epoch (112)
INFO:root:Epoch[123] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[123] Elapsed time 4.965 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.375287
INFO:root:Epoch[124] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[124] Elapsed time 5.238 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.406369
INFO:root:Epoch[125] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[125] Elapsed time 5.201 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.391078
INFO:root:Epoch[126] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[126] Elapsed time 5.083 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.419494
INFO:root:Epoch[127] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[127] Elapsed time 5.069 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.421712
INFO:root:Epoch[128] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[128] Elapsed time 5.118 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.369537
INFO:root:Epoch[129] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[129] Elapsed time 5.202 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.379026
INFO:root:Epoch[130] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[130] Elapsed time 5.047 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.448623
INFO:root:Epoch[131] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[131] Elapsed time 4.983 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.361998
INFO:root:Epoch[132] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[132] Elapsed time 5.094 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.371903
INFO:root:Loading parameters from best epoch (112)
INFO:root:Epoch[133] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[133] Elapsed time 5.070 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.394649
INFO:root:Epoch[134] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[134] Elapsed time 5.133 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.441057
INFO:root:Epoch[135] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[135] Elapsed time 4.975 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.375826
INFO:root:Epoch[136] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[136] Elapsed time 5.308 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.371263
INFO:root:Epoch[137] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[137] Elapsed time 5.055 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.380184
INFO:root:Epoch[138] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[138] Elapsed time 5.150 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.430027
INFO:root:Epoch[139] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[139] Elapsed time 4.865 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.395393
INFO:root:Epoch[140] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[140] Elapsed time 5.010 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.345545
INFO:root:Epoch[141] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[141] Elapsed time 4.960 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.366679
INFO:root:Epoch[142] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[142] Elapsed time 5.126 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.456246
INFO:root:Loading parameters from best epoch (112)
INFO:root:Epoch[143] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[143] Elapsed time 4.947 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.402912
INFO:root:Epoch[144] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[144] Elapsed time 5.116 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.357550
INFO:root:Epoch[145] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[145] Elapsed time 5.081 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.363796
INFO:root:Epoch[146] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[146] Elapsed time 5.192 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.428818
INFO:root:Epoch[147] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[147] Elapsed time 5.003 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.391319
INFO:root:Epoch[148] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[148] Elapsed time 5.235 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.348248
INFO:root:Epoch[149] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[149] Elapsed time 5.198 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.347164
INFO:root:Epoch[150] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[150] Elapsed time 5.131 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.435158
INFO:root:Epoch[151] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[151] Elapsed time 5.095 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.391749
INFO:root:Epoch[152] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[152] Elapsed time 4.982 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.358016
INFO:root:Loading parameters from best epoch (112)
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[153] Elapsed time 5.023 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.334297
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[154] Elapsed time 4.940 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.387769
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[155] Elapsed time 5.122 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.419776
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[156] Elapsed time 5.219 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.387321
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.08it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[157] Elapsed time 5.533 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.378908
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[158] Elapsed time 4.983 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.382691
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[159] Elapsed time 5.112 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.426041
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[160] Elapsed time 4.888 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.363851
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[161] Elapsed time 5.164 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.402161
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[162] Elapsed time 5.013 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.369234
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[163] Elapsed time 5.257 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.433765
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[164] Elapsed time 5.064 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.362337
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[165] Elapsed time 5.200 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.356928
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[166] Elapsed time 5.242 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.345235
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[167] Elapsed time 5.157 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.407020
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[168] Elapsed time 5.081 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.389559
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[169] Elapsed time 5.004 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.383400
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[170] Elapsed time 5.130 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.354607
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[171] Elapsed time 5.074 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.363644
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[172] Elapsed time 5.149 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.430228
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[173] Elapsed time 4.964 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.406471
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[174] Elapsed time 5.191 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.348002
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[175] Elapsed time 5.026 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.405615
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[176] Elapsed time 5.089 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.400273
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[177] Elapsed time 5.065 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.383777
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[178] Elapsed time 5.067 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.371317
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[179] Elapsed time 5.066 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.391711
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[180] Elapsed time 4.984 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.430573
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[181] Elapsed time 4.914 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.370111
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[182] Elapsed time 5.160 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.336150
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[183] Elapsed time 5.009 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.396121
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[184] Elapsed time 5.136 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.425807
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[185] Elapsed time 5.201 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.371040
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[186] Elapsed time 5.053 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.373692
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.32]
INFO:root:Epoch[187] Elapsed time 5.012 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.322106
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[188] Elapsed time 5.140 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.420557
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[189] Elapsed time 5.042 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.378247
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[190] Elapsed time 5.217 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.363148
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[191] Elapsed time 5.153 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.344426
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.77it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[192] Elapsed time 5.628 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.434774
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[193] Elapsed time 5.076 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.392002
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[194] Elapsed time 5.210 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.370371
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[195] Elapsed time 5.085 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.345486
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[196] Elapsed time 5.067 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.431106
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[197] Elapsed time 5.085 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.397866
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[198] Elapsed time 5.167 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.326374
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.32]
INFO:root:Epoch[199] Elapsed time 5.090 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.321892
INFO:root:Loading parameters from best epoch (199)
INFO:root:Final loss: 5.321891770362854 (occurred at epoch 199)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:47<00:00, 25.20it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE    sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  3.439947  0.03214  40.831831            0.028318            0.012966    49   

   epochs  num_batches  
0     200          100  
Seed: 50
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571
100%|██████████| 100/100 [00:04<00:00, 21.19it/s, avg_epoch_loss=7.41]
INFO:root:Epoch[0] Elapsed time 4.721 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.412522
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[1] Elapsed time 5.070 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.545913
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[2] Elapsed time 5.335 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.488928
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[3] Elapsed time 5.012 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.364336
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[4] Elapsed time 5.052 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.307986
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[5] Elapsed time 5.024 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.245765
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[6] Elapsed time 4.988 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.186355
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[7] Elapsed time 4.937 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.115661
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[8] Elapsed time 5.112 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.076284
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[9] Elapsed time 5.077 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.056800
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[10] Elapsed time 5.087 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.061346
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[11] Elapsed time 5.020 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.927075
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[12] Elapsed time 5.291 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.898265
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[13] Elapsed time 5.187 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.914366
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[14] Elapsed time 4.994 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.903032
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[15] Elapsed time 4.997 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.863926
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[16] Elapsed time 5.151 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.824407
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[17] Elapsed time 5.138 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.916580
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[18] Elapsed time 4.948 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.819505
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[19] Elapsed time 5.223 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.842105
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[20] Elapsed time 5.263 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.767393
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[21] Elapsed time 5.297 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.784711
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[22] Elapsed time 5.111 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.696977
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[23] Elapsed time 5.202 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.836278
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[24] Elapsed time 5.038 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.726454
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[25] Elapsed time 5.159 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.725795
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[26] Elapsed time 4.966 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.644720
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[27] Elapsed time 5.034 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.717873
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[28] Elapsed time 4.960 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.621133
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.26it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[29] Elapsed time 5.477 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.646971
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.54it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[30] Elapsed time 5.395 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.646638
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[31] Elapsed time 4.966 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.681858
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[32] Elapsed time 5.039 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.611339
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[33] Elapsed time 4.987 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.585545
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[34] Elapsed time 5.013 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.564824
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[35] Elapsed time 5.069 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.605319
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[36] Elapsed time 5.014 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.622167
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[37] Elapsed time 5.005 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.546698
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[38] Elapsed time 4.946 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.583882
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[39] Elapsed time 5.219 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.603402
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[40] Elapsed time 5.159 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.547070
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[41] Elapsed time 5.162 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.532693
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[42] Elapsed time 5.003 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.537311
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[43] Elapsed time 5.082 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.615359
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[44] Elapsed time 5.067 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.553834
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[45] Elapsed time 5.091 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.543777
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[46] Elapsed time 4.987 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.493328
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[47] Elapsed time 5.043 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.599787
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[48] Elapsed time 5.219 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.468368
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[49] Elapsed time 5.021 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.515324
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[50] Elapsed time 5.107 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.461028
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[51] Elapsed time 5.030 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.530607
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[52] Elapsed time 5.122 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.557541
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[53] Elapsed time 5.124 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.452346
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[54] Elapsed time 5.072 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.436015
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[55] Elapsed time 5.095 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.465923
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[56] Elapsed time 5.019 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.572894
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[57] Elapsed time 4.994 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.497714
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[58] Elapsed time 5.158 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.433984
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[59] Elapsed time 5.117 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.508618
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[60] Elapsed time 5.208 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.497539
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[61] Elapsed time 5.066 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.487652
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[62] Elapsed time 5.178 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.523998
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[63] Elapsed time 5.125 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.487884
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[64] Elapsed time 5.065 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.514029
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.96it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[65] Elapsed time 5.570 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.464906
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[66] Elapsed time 5.126 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.466464
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[67] Elapsed time 4.922 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.440286
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[68] Elapsed time 4.997 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.540204
INFO:root:Loading parameters from best epoch (58)
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[69] Elapsed time 5.034 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.427989
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[70] Elapsed time 5.176 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.436387
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[71] Elapsed time 5.097 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.415646
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[72] Elapsed time 5.103 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.477923
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[73] Elapsed time 5.015 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.453182
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[74] Elapsed time 4.998 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.414473
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[75] Elapsed time 5.083 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.411675
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[76] Elapsed time 4.981 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.496363
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[77] Elapsed time 4.864 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.469821
INFO:root:Epoch[78] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[78] Elapsed time 5.058 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.417134
INFO:root:Epoch[79] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[79] Elapsed time 5.097 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.383310
INFO:root:Epoch[80] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[80] Elapsed time 5.182 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.501114
INFO:root:Epoch[81] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[81] Elapsed time 5.083 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.432994
INFO:root:Epoch[82] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[82] Elapsed time 5.117 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.409279
INFO:root:Epoch[83] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[83] Elapsed time 5.068 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.340320
INFO:root:Epoch[84] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[84] Elapsed time 5.109 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.444779
INFO:root:Epoch[85] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[85] Elapsed time 5.179 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.421898
INFO:root:Epoch[86] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[86] Elapsed time 5.102 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.408303
INFO:root:Epoch[87] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[87] Elapsed time 5.103 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.403575
INFO:root:Epoch[88] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[88] Elapsed time 5.101 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.490159
INFO:root:Epoch[89] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[89] Elapsed time 5.115 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.448866
INFO:root:Epoch[90] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[90] Elapsed time 5.047 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.398781
INFO:root:Epoch[91] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[91] Elapsed time 5.081 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.390091
INFO:root:Epoch[92] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[92] Elapsed time 4.993 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.405532
INFO:root:Epoch[93] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[93] Elapsed time 5.063 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.465512
INFO:root:Loading parameters from best epoch (83)
INFO:root:Epoch[94] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[94] Elapsed time 5.122 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.391803
INFO:root:Epoch[95] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[95] Elapsed time 5.119 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.424076
INFO:root:Epoch[96] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[96] Elapsed time 5.065 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.377544
INFO:root:Epoch[97] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[97] Elapsed time 5.238 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.425942
INFO:root:Epoch[98] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[98] Elapsed time 4.947 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.391623
INFO:root:Epoch[99] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[99] Elapsed time 5.024 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.374939
INFO:root:Epoch[100] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 17.39it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[100] Elapsed time 5.754 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.406635
INFO:root:Epoch[101] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[101] Elapsed time 5.184 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.461090
INFO:root:Epoch[102] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[102] Elapsed time 4.978 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.437987
INFO:root:Epoch[103] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[103] Elapsed time 5.134 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.389665
INFO:root:Loading parameters from best epoch (83)
INFO:root:Epoch[104] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[104] Elapsed time 5.049 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.369624
INFO:root:Epoch[105] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[105] Elapsed time 5.067 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.482153
INFO:root:Epoch[106] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[106] Elapsed time 5.033 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.449888
INFO:root:Epoch[107] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[107] Elapsed time 5.055 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.385647
INFO:root:Epoch[108] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[108] Elapsed time 5.048 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.337044
INFO:root:Epoch[109] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[109] Elapsed time 5.060 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.476297
INFO:root:Epoch[110] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[110] Elapsed time 4.867 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.386662
INFO:root:Epoch[111] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[111] Elapsed time 5.019 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.392578
INFO:root:Epoch[112] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[112] Elapsed time 5.049 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.388585
INFO:root:Epoch[113] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[113] Elapsed time 5.049 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.428339
INFO:root:Epoch[114] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[114] Elapsed time 4.875 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.421197
INFO:root:Epoch[115] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[115] Elapsed time 4.999 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.388181
INFO:root:Epoch[116] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.32]
INFO:root:Epoch[116] Elapsed time 4.970 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.320350
INFO:root:Epoch[117] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[117] Elapsed time 5.028 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.422573
INFO:root:Epoch[118] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[118] Elapsed time 4.964 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.409014
INFO:root:Epoch[119] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[119] Elapsed time 5.195 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.412556
INFO:root:Epoch[120] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[120] Elapsed time 5.121 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.348857
INFO:root:Epoch[121] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[121] Elapsed time 5.120 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.454576
INFO:root:Epoch[122] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[122] Elapsed time 5.178 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.381716
INFO:root:Epoch[123] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[123] Elapsed time 5.118 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.407843
INFO:root:Epoch[124] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[124] Elapsed time 5.026 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.359869
INFO:root:Epoch[125] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[125] Elapsed time 4.941 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.399800
INFO:root:Epoch[126] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[126] Elapsed time 4.996 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.444765
INFO:root:Loading parameters from best epoch (116)
INFO:root:Epoch[127] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[127] Elapsed time 4.999 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.391638
INFO:root:Epoch[128] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[128] Elapsed time 5.052 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.418766
INFO:root:Epoch[129] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[129] Elapsed time 4.995 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.372455
INFO:root:Epoch[130] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[130] Elapsed time 5.058 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.419632
INFO:root:Epoch[131] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[131] Elapsed time 4.964 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.401567
INFO:root:Epoch[132] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[132] Elapsed time 5.023 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.380952
INFO:root:Epoch[133] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[133] Elapsed time 4.970 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.368331
INFO:root:Epoch[134] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[134] Elapsed time 5.180 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.421144
INFO:root:Epoch[135] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[135] Elapsed time 5.091 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.419883
INFO:root:Epoch[136] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 17.80it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[136] Elapsed time 5.619 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.401460
INFO:root:Loading parameters from best epoch (116)
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[137] Elapsed time 5.025 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.390207
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[138] Elapsed time 5.111 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.432976
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[139] Elapsed time 4.881 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.408337
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[140] Elapsed time 4.999 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.391719
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[141] Elapsed time 5.070 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.370922
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[142] Elapsed time 5.092 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.424427
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[143] Elapsed time 4.975 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.397845
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[144] Elapsed time 5.160 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.370782
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[145] Elapsed time 5.098 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.377179
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[146] Elapsed time 4.989 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.411812
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[147] Elapsed time 4.935 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.419268
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[148] Elapsed time 5.115 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.366211
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[149] Elapsed time 5.081 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.368047
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[150] Elapsed time 5.060 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.451654
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[151] Elapsed time 4.951 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.406272
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[152] Elapsed time 5.185 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.366082
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[153] Elapsed time 5.047 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.396341
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[154] Elapsed time 5.104 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.441700
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[155] Elapsed time 5.026 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.415789
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[156] Elapsed time 5.003 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.382417
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[157] Elapsed time 5.127 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.340464
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[158] Elapsed time 5.060 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.439238
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[159] Elapsed time 4.994 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.412970
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[160] Elapsed time 5.055 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.373826
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[161] Elapsed time 5.136 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.381741
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[162] Elapsed time 5.083 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.401495
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[163] Elapsed time 5.085 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.424177
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[164] Elapsed time 4.996 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.409294
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[165] Elapsed time 5.204 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.353570
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[166] Elapsed time 5.098 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.379803
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[167] Elapsed time 5.073 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.426993
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[168] Elapsed time 5.073 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.376081
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[169] Elapsed time 5.132 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.421704
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[170] Elapsed time 4.973 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.391718
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.43it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[171] Elapsed time 5.742 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.454558
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[172] Elapsed time 4.889 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.385663
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[173] Elapsed time 5.039 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.362476
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[174] Elapsed time 4.928 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.382426
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[175] Elapsed time 5.272 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.419625
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[176] Elapsed time 5.076 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.367948
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[177] Elapsed time 5.105 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.348061
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[178] Elapsed time 4.986 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.413263
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[179] Elapsed time 5.118 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.429285
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[180] Elapsed time 4.933 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.391613
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[181] Elapsed time 5.181 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.356835
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[182] Elapsed time 5.105 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.343841
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[183] Elapsed time 5.048 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.418619
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[184] Elapsed time 5.005 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.415882
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[185] Elapsed time 5.010 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.359776
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[186] Elapsed time 5.170 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.333611
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[187] Elapsed time 5.083 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.383770
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[188] Elapsed time 5.013 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.431829
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[189] Elapsed time 5.119 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.362801
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[190] Elapsed time 5.095 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.381576
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[191] Elapsed time 5.043 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.371615
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[192] Elapsed time 5.055 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.444511
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[193] Elapsed time 5.089 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.371968
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[194] Elapsed time 5.344 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.351435
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[195] Elapsed time 5.093 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.399931
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[196] Elapsed time 5.016 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.435668
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[197] Elapsed time 5.247 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.377399
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[198] Elapsed time 5.206 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.352931
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[199] Elapsed time 5.142 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.392242
INFO:root:Loading parameters from best epoch (116)
INFO:root:Final loss: 5.320349955558777 (occurred at epoch 116)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:45<00:00, 25.55it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.308102  0.032099  41.488783            0.027949            0.013418   

   seed  epochs  num_batches  
0    50     200          100  
Seed: 51
INFO:root:Number of parameters in DeepARTrainingNetwork: 245571
100%|██████████| 100/100 [00:04<00:00, 21.32it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[0] Elapsed time 4.693 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.193942
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[1] Elapsed time 5.095 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.564774
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[2] Elapsed time 5.263 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.510698
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[3] Elapsed time 4.956 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.378963
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[4] Elapsed time 5.158 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.292600
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[5] Elapsed time 5.144 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.248351
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[6] Elapsed time 5.114 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.351584
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[7] Elapsed time 5.143 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.196609
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[8] Elapsed time 5.024 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.123357
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.47it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[9] Elapsed time 5.727 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.095800
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[10] Elapsed time 5.013 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.164655
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[11] Elapsed time 5.111 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.092289
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[12] Elapsed time 5.043 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.973184
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[13] Elapsed time 5.140 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.915796
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[14] Elapsed time 4.970 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.916328
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[15] Elapsed time 5.059 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.985234
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[16] Elapsed time 4.965 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.907494
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[17] Elapsed time 5.110 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.941440
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[18] Elapsed time 5.047 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.829985
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[19] Elapsed time 5.248 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.905236
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[20] Elapsed time 5.025 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.816038
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[21] Elapsed time 5.159 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.793847
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[22] Elapsed time 5.239 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.785014
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[23] Elapsed time 5.135 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.796727
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[24] Elapsed time 5.136 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.749179
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[25] Elapsed time 5.168 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.774503
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[26] Elapsed time 4.978 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.752474
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[27] Elapsed time 5.115 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.784237
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[28] Elapsed time 5.061 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.703866
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[29] Elapsed time 4.999 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.700799
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[30] Elapsed time 4.953 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.684184
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[31] Elapsed time 5.100 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.725556
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[32] Elapsed time 5.091 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.666174
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[33] Elapsed time 5.114 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.633577
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[34] Elapsed time 5.254 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.660322
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[35] Elapsed time 5.131 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.659294
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[36] Elapsed time 4.995 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.578707
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[37] Elapsed time 5.021 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.663865
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[38] Elapsed time 5.150 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.678267
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[39] Elapsed time 5.015 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.637952
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[40] Elapsed time 5.195 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.599013
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[41] Elapsed time 5.201 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.581224
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[42] Elapsed time 5.189 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.516582
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[43] Elapsed time 5.150 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.669382
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.36it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[44] Elapsed time 5.450 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.590397
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[45] Elapsed time 5.346 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.551546
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[46] Elapsed time 5.171 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.504307
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[47] Elapsed time 5.050 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.619845
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[48] Elapsed time 5.137 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.563052
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[49] Elapsed time 4.979 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.520538
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[50] Elapsed time 5.049 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.495945
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[51] Elapsed time 5.055 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.491594
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[52] Elapsed time 5.189 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.554026
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[53] Elapsed time 4.953 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.518709
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[54] Elapsed time 5.162 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.533793
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[55] Elapsed time 5.079 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.500039
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[56] Elapsed time 5.140 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.550094
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[57] Elapsed time 4.999 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.503328
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[58] Elapsed time 5.321 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.511325
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[59] Elapsed time 5.090 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.513309
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[60] Elapsed time 4.999 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.611224
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[61] Elapsed time 4.892 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.483710
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[62] Elapsed time 5.123 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.466533
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[63] Elapsed time 5.044 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.461010
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[64] Elapsed time 5.136 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.534190
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[65] Elapsed time 5.074 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.533801
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[66] Elapsed time 5.149 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.493739
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[67] Elapsed time 5.059 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.439668
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[68] Elapsed time 5.108 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.504648
INFO:root:Epoch[69] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[69] Elapsed time 5.053 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.498821
INFO:root:Epoch[70] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[70] Elapsed time 5.198 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.487231
INFO:root:Epoch[71] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[71] Elapsed time 5.224 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.474599
INFO:root:Epoch[72] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[72] Elapsed time 5.109 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.548929
INFO:root:Epoch[73] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[73] Elapsed time 5.135 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.505969
INFO:root:Epoch[74] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[74] Elapsed time 5.053 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.473710
INFO:root:Epoch[75] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[75] Elapsed time 5.147 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.438614
INFO:root:Epoch[76] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[76] Elapsed time 5.073 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.489965
INFO:root:Epoch[77] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[77] Elapsed time 5.049 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.477855
INFO:root:Epoch[78] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[78] Elapsed time 5.269 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.416343
INFO:root:Epoch[79] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[79] Elapsed time 5.307 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.450390
INFO:root:Epoch[80] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.29it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[80] Elapsed time 5.470 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.411721
INFO:root:Epoch[81] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[81] Elapsed time 5.197 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.514901
INFO:root:Epoch[82] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[82] Elapsed time 5.131 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.445701
INFO:root:Epoch[83] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[83] Elapsed time 5.149 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.456341
INFO:root:Epoch[84] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[84] Elapsed time 5.153 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.412512
INFO:root:Epoch[85] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[85] Elapsed time 5.213 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.515475
INFO:root:Epoch[86] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[86] Elapsed time 5.017 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.471317
INFO:root:Epoch[87] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[87] Elapsed time 5.149 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.434044
INFO:root:Epoch[88] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[88] Elapsed time 5.088 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.460546
INFO:root:Epoch[89] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[89] Elapsed time 5.197 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.561755
INFO:root:Epoch[90] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[90] Elapsed time 4.943 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.459072
INFO:root:Loading parameters from best epoch (80)
INFO:root:Epoch[91] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[91] Elapsed time 5.033 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.380990
INFO:root:Epoch[92] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[92] Elapsed time 5.276 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.373650
INFO:root:Epoch[93] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[93] Elapsed time 5.075 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.470553
INFO:root:Epoch[94] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[94] Elapsed time 5.025 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.420047
INFO:root:Epoch[95] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[95] Elapsed time 5.149 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.415823
INFO:root:Epoch[96] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[96] Elapsed time 5.199 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.345844
INFO:root:Epoch[97] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[97] Elapsed time 5.043 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.445828
INFO:root:Epoch[98] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[98] Elapsed time 5.163 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.450135
INFO:root:Epoch[99] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[99] Elapsed time 5.167 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.412833
INFO:root:Epoch[100] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[100] Elapsed time 5.125 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.347812
INFO:root:Epoch[101] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[101] Elapsed time 5.040 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.422422
INFO:root:Epoch[102] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[102] Elapsed time 5.297 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.490323
INFO:root:Epoch[103] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[103] Elapsed time 5.032 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.414774
INFO:root:Epoch[104] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[104] Elapsed time 5.134 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.385657
INFO:root:Epoch[105] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[105] Elapsed time 5.256 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.412427
INFO:root:Epoch[106] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[106] Elapsed time 5.261 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.498684
INFO:root:Loading parameters from best epoch (96)
INFO:root:Epoch[107] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[107] Elapsed time 4.918 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.408747
INFO:root:Epoch[108] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[108] Elapsed time 5.049 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.399082
INFO:root:Epoch[109] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[109] Elapsed time 4.990 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.389485
INFO:root:Epoch[110] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[110] Elapsed time 5.019 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.418511
INFO:root:Epoch[111] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[111] Elapsed time 5.031 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.382539
INFO:root:Epoch[112] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[112] Elapsed time 5.012 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.351270
INFO:root:Epoch[113] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[113] Elapsed time 4.973 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.403504
INFO:root:Epoch[114] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[114] Elapsed time 5.038 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.420924
INFO:root:Epoch[115] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 17.26it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[115] Elapsed time 5.796 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.382881
INFO:root:Epoch[116] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[116] Elapsed time 5.100 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.348854
INFO:root:Loading parameters from best epoch (96)
INFO:root:Epoch[117] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[117] Elapsed time 5.057 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.398991
INFO:root:Epoch[118] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[118] Elapsed time 5.122 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.458790
INFO:root:Epoch[119] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[119] Elapsed time 4.979 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.372417
INFO:root:Epoch[120] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[120] Elapsed time 5.080 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.396174
INFO:root:Epoch[121] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[121] Elapsed time 4.961 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.396724
INFO:root:Epoch[122] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[122] Elapsed time 5.171 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.444836
INFO:root:Epoch[123] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[123] Elapsed time 5.108 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.391118
INFO:root:Epoch[124] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[124] Elapsed time 5.015 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.360210
INFO:root:Epoch[125] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[125] Elapsed time 5.201 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.352839
INFO:root:Epoch[126] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[126] Elapsed time 5.144 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.456523
INFO:root:Loading parameters from best epoch (96)
INFO:root:Epoch[127] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[127] Elapsed time 4.963 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.433420
INFO:root:Epoch[128] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[128] Elapsed time 5.072 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.405025
INFO:root:Epoch[129] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=5.31]
INFO:root:Epoch[129] Elapsed time 5.283 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.311064
INFO:root:Epoch[130] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[130] Elapsed time 5.014 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.489105
INFO:root:Epoch[131] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[131] Elapsed time 5.028 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.410757
INFO:root:Epoch[132] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[132] Elapsed time 5.216 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.377684
INFO:root:Epoch[133] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[133] Elapsed time 5.188 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.337229
INFO:root:Epoch[134] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[134] Elapsed time 5.100 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.444180
INFO:root:Epoch[135] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[135] Elapsed time 4.963 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.411127
INFO:root:Epoch[136] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[136] Elapsed time 5.127 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.412857
INFO:root:Epoch[137] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[137] Elapsed time 5.101 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.380073
INFO:root:Epoch[138] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[138] Elapsed time 5.274 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.422693
INFO:root:Epoch[139] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[139] Elapsed time 5.112 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.412569
INFO:root:Loading parameters from best epoch (129)
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[140] Elapsed time 5.002 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.395818
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[141] Elapsed time 5.195 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.363558
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[142] Elapsed time 5.119 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.412859
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[143] Elapsed time 5.147 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.473394
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[144] Elapsed time 5.059 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.389446
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[145] Elapsed time 5.100 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.363175
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[146] Elapsed time 5.073 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.353979
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[147] Elapsed time 5.111 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.437301
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[148] Elapsed time 5.094 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.418031
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[149] Elapsed time 5.201 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.376284
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.82it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[150] Elapsed time 5.615 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.376334
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[151] Elapsed time 5.265 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.440542
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[152] Elapsed time 5.002 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.354699
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[153] Elapsed time 5.155 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.343482
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[154] Elapsed time 5.114 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.373824
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[155] Elapsed time 5.159 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.438991
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[156] Elapsed time 5.095 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.401994
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[157] Elapsed time 5.176 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.425705
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.32]
INFO:root:Epoch[158] Elapsed time 5.125 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.319657
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[159] Elapsed time 5.018 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.441683
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[160] Elapsed time 5.132 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.393020
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[161] Elapsed time 5.149 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.397804
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[162] Elapsed time 5.094 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.388515
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[163] Elapsed time 4.965 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.405722
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[164] Elapsed time 5.016 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.403561
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[165] Elapsed time 4.887 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.396224
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[166] Elapsed time 5.227 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.398745
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[167] Elapsed time 4.992 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.370220
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[168] Elapsed time 5.035 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.427804
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[169] Elapsed time 4.942 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.377825
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[170] Elapsed time 5.052 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.361653
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[171] Elapsed time 5.046 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.350090
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[172] Elapsed time 5.048 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.444030
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[173] Elapsed time 4.954 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.374403
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[174] Elapsed time 4.996 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.401398
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[175] Elapsed time 4.913 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.369183
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[176] Elapsed time 5.100 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.470887
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[177] Elapsed time 5.115 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.416525
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[178] Elapsed time 5.151 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.375965
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[179] Elapsed time 5.087 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.354192
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[180] Elapsed time 5.077 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.436625
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[181] Elapsed time 5.061 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.387838
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[182] Elapsed time 5.153 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.370549
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.3]
INFO:root:Epoch[183] Elapsed time 5.210 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.297107
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[184] Elapsed time 5.034 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.442492
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.06it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[185] Elapsed time 5.862 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.368947
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[186] Elapsed time 5.114 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.410179
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[187] Elapsed time 5.114 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.341959
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[188] Elapsed time 4.980 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.440084
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[189] Elapsed time 4.977 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.439330
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[190] Elapsed time 5.166 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.394990
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[191] Elapsed time 5.210 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.362345
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[192] Elapsed time 4.997 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.419540
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[193] Elapsed time 4.951 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.404119
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[194] Elapsed time 4.968 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.382373
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[195] Elapsed time 4.959 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.326057
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[196] Elapsed time 5.003 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.425341
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[197] Elapsed time 4.966 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.438595
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[198] Elapsed time 4.943 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.347050
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=5.32]
INFO:root:Epoch[199] Elapsed time 5.260 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.315925
INFO:root:Loading parameters from best epoch (183)
INFO:root:Final loss: 5.297107439041138 (occurred at epoch 183)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:48<00:00, 25.07it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.380839  0.031961  42.300404             0.02811            0.013341   

   seed  epochs  num_batches  
0    51     200          100  

Out[13]:
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed epochs num_batches
0 3.383181 0.032588 41.812943 0.028292 0.013451 42 200 100
0 3.560291 0.033512 46.859704 0.030632 0.014305 43 200 100
0 3.248590 0.031122 40.800557 0.027192 0.012990 44 200 100
0 3.433927 0.033041 45.400981 0.028545 0.013901 45 200 100
0 3.402333 0.032694 39.842791 0.028634 0.013067 46 200 100
0 3.363746 0.032274 42.120512 0.028155 0.013819 47 200 100
0 3.430122 0.032202 42.402264 0.028536 0.013681 48 200 100
0 3.439947 0.032140 40.831831 0.028318 0.012966 49 200 100
0 3.308102 0.032099 41.488783 0.027949 0.013418 50 200 100
0 3.380839 0.031961 42.300404 0.028110 0.013341 51 200 100
In [ ]:
results = pd.DataFrame()

for i in range(42, 52):
    print("Seed:", i)
    df = deepar(data="m4_daily", seed=i, epochs=100, batches=100)
    pprint(df)
    results = results.append(df)

results
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
Seed: 42
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073
100%|██████████| 100/100 [00:04<00:00, 22.47it/s, avg_epoch_loss=7.24]
INFO:root:Epoch[0] Elapsed time 4.453 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.243338
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[1] Elapsed time 4.992 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.488652
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[2] Elapsed time 4.876 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.521486
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.54it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[3] Elapsed time 4.644 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.356864
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[4] Elapsed time 4.803 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.268272
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[5] Elapsed time 4.868 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.238047
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[6] Elapsed time 4.857 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.200061
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.28it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[7] Elapsed time 4.701 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.100082
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[8] Elapsed time 4.820 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.063262
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.09it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[9] Elapsed time 4.744 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.057899
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[10] Elapsed time 5.116 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.124530
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[11] Elapsed time 4.818 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.968354
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[12] Elapsed time 5.026 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.943222
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[13] Elapsed time 4.873 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.909260
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[14] Elapsed time 4.917 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.888458
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[15] Elapsed time 4.832 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.887876
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[16] Elapsed time 5.008 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.820549
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[17] Elapsed time 4.977 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.751313
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[18] Elapsed time 4.994 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.902867
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[19] Elapsed time 5.016 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.794320
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[20] Elapsed time 4.881 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.788883
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[21] Elapsed time 4.895 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.685011
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[22] Elapsed time 4.947 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.792256
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[23] Elapsed time 4.965 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.752012
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.36it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[24] Elapsed time 5.450 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.673268
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[25] Elapsed time 4.927 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.668334
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.16it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[26] Elapsed time 4.728 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.734435
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[27] Elapsed time 4.870 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.656297
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.39it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[28] Elapsed time 4.677 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.607576
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[29] Elapsed time 4.827 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.654506
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.06it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[30] Elapsed time 4.751 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.574373
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[31] Elapsed time 4.908 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.653645
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[32] Elapsed time 4.831 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.665162
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[33] Elapsed time 4.809 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.600801
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.14it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[34] Elapsed time 4.732 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.530244
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[35] Elapsed time 4.954 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.615537
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.43it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[36] Elapsed time 4.669 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.528775
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.88it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[37] Elapsed time 4.791 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.526679
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.19it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[38] Elapsed time 4.721 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.518658
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[39] Elapsed time 4.968 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.579981
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.05it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[40] Elapsed time 4.754 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.523144
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.93it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[41] Elapsed time 4.779 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.571881
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.05it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[42] Elapsed time 4.753 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.505933
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.93it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[43] Elapsed time 4.779 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.556289
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[44] Elapsed time 4.833 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.476674
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[45] Elapsed time 4.982 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.538131
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[46] Elapsed time 4.916 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.436843
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[47] Elapsed time 5.027 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.532594
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[48] Elapsed time 4.877 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.515098
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[49] Elapsed time 4.903 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.481927
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[50] Elapsed time 4.957 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.448684
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[51] Elapsed time 4.984 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.498866
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[52] Elapsed time 4.927 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.522947
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[53] Elapsed time 4.864 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.426903
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[54] Elapsed time 4.872 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.468100
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[55] Elapsed time 4.883 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.461204
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[56] Elapsed time 4.837 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.523758
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.22it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[57] Elapsed time 4.715 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.450118
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[58] Elapsed time 4.860 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.481582
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.89it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[59] Elapsed time 4.792 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.455400
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[60] Elapsed time 4.874 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.572699
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[61] Elapsed time 5.355 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.406546
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[62] Elapsed time 4.930 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.447336
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[63] Elapsed time 4.881 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.466802
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[64] Elapsed time 4.922 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.510079
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[65] Elapsed time 4.838 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.418474
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[66] Elapsed time 4.907 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.441312
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[67] Elapsed time 4.835 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.420409
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[68] Elapsed time 4.917 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.492070
INFO:root:Epoch[69] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[69] Elapsed time 4.803 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.402494
INFO:root:Epoch[70] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[70] Elapsed time 4.902 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.467437
INFO:root:Epoch[71] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[71] Elapsed time 4.922 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.417822
INFO:root:Epoch[72] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[72] Elapsed time 4.898 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.496975
INFO:root:Epoch[73] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[73] Elapsed time 4.864 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.379289
INFO:root:Epoch[74] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[74] Elapsed time 4.912 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.391995
INFO:root:Epoch[75] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.95it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[75] Elapsed time 4.776 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.438334
INFO:root:Epoch[76] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[76] Elapsed time 4.811 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.462339
INFO:root:Epoch[77] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.49it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[77] Elapsed time 4.657 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.400132
INFO:root:Epoch[78] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[78] Elapsed time 4.814 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.431087
INFO:root:Epoch[79] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[79] Elapsed time 4.845 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.427316
INFO:root:Epoch[80] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[80] Elapsed time 4.960 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.497567
INFO:root:Epoch[81] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[81] Elapsed time 4.804 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.426621
INFO:root:Epoch[82] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[82] Elapsed time 4.895 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.401874
INFO:root:Epoch[83] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[83] Elapsed time 5.043 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.393218
INFO:root:Loading parameters from best epoch (73)
INFO:root:Epoch[84] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[84] Elapsed time 4.990 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.480620
INFO:root:Epoch[85] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[85] Elapsed time 4.823 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.417491
INFO:root:Epoch[86] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[86] Elapsed time 4.866 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.382953
INFO:root:Epoch[87] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[87] Elapsed time 4.945 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.352024
INFO:root:Epoch[88] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[88] Elapsed time 4.875 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.415097
INFO:root:Epoch[89] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[89] Elapsed time 4.884 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.438030
INFO:root:Epoch[90] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[90] Elapsed time 4.895 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.380319
INFO:root:Epoch[91] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[91] Elapsed time 5.013 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.397144
INFO:root:Epoch[92] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[92] Elapsed time 4.913 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.453343
INFO:root:Epoch[93] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[93] Elapsed time 4.968 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.451329
INFO:root:Epoch[94] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.85it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[94] Elapsed time 4.799 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.389312
INFO:root:Epoch[95] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[95] Elapsed time 5.016 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.406946
INFO:root:Epoch[96] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[96] Elapsed time 5.025 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.406668
INFO:root:Epoch[97] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.35it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[97] Elapsed time 5.452 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.457530
INFO:root:Loading parameters from best epoch (87)
INFO:root:Epoch[98] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 21.07it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[98] Elapsed time 4.750 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.391259
INFO:root:Epoch[99] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 21.02it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[99] Elapsed time 4.760 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.388940
INFO:root:Loading parameters from best epoch (87)
INFO:root:Final loss: 5.35202401638031 (occurred at epoch 87)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:44<00:00, 25.77it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.594878  0.033903  43.883525            0.030249            0.014549   

   seed  epochs  num_batches  
0    42     100          100  
Seed: 43
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073
100%|██████████| 100/100 [00:04<00:00, 21.51it/s, avg_epoch_loss=8]
INFO:root:Epoch[0] Elapsed time 4.652 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.003216
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[1] Elapsed time 5.339 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.541196
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[2] Elapsed time 4.848 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.470537
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.25it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[3] Elapsed time 4.708 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.325708
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[4] Elapsed time 4.856 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.302620
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[5] Elapsed time 4.887 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.217166
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[6] Elapsed time 4.920 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.236060
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.16it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[7] Elapsed time 4.727 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.135821
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[8] Elapsed time 4.945 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.149783
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[9] Elapsed time 4.974 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.024890
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[10] Elapsed time 4.978 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.047309
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=6]
INFO:root:Epoch[11] Elapsed time 4.883 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.998925
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[12] Elapsed time 4.903 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.916985
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[13] Elapsed time 4.937 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.957297
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[14] Elapsed time 4.880 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.950412
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[15] Elapsed time 5.003 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.895589
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.89it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[16] Elapsed time 4.788 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.892053
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[17] Elapsed time 4.800 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.824944
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[18] Elapsed time 4.897 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.873839
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[19] Elapsed time 4.920 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.795606
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[20] Elapsed time 4.870 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.765174
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[21] Elapsed time 4.848 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.719788
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.98it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[22] Elapsed time 4.768 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.738101
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.81it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[23] Elapsed time 4.808 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.757652
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.39it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[24] Elapsed time 4.677 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.727443
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.95it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[25] Elapsed time 4.775 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.645827
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[26] Elapsed time 4.816 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.705961
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[27] Elapsed time 4.978 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.751981
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[28] Elapsed time 4.835 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.733694
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[29] Elapsed time 4.856 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.693714
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.03it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[30] Elapsed time 4.758 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.610933
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[31] Elapsed time 4.985 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.655883
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.25it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[32] Elapsed time 4.708 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.532962
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[33] Elapsed time 4.833 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.611135
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[34] Elapsed time 4.811 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.548768
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[35] Elapsed time 4.924 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.686446
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[36] Elapsed time 4.839 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.581079
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[37] Elapsed time 5.277 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.577822
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[38] Elapsed time 5.196 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.518041
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[39] Elapsed time 4.801 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.570409
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[40] Elapsed time 4.985 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.600550
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[41] Elapsed time 4.868 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.515223
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[42] Elapsed time 4.897 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.525038
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[43] Elapsed time 4.813 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.574939
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[44] Elapsed time 4.952 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.571982
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[45] Elapsed time 4.876 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.489797
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[46] Elapsed time 4.868 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.482662
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.95it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[47] Elapsed time 4.775 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.575517
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[48] Elapsed time 4.947 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.589323
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.13it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[49] Elapsed time 4.735 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.474893
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[50] Elapsed time 4.895 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.505630
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[51] Elapsed time 4.920 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.460915
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[52] Elapsed time 4.894 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.593276
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.17it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[53] Elapsed time 4.725 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.472114
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[54] Elapsed time 5.060 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.450550
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[55] Elapsed time 4.880 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.505981
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[56] Elapsed time 4.911 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.528544
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[57] Elapsed time 4.825 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.489052
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[58] Elapsed time 4.936 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.477711
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[59] Elapsed time 4.875 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.491395
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[60] Elapsed time 4.824 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.495652
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.29it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[61] Elapsed time 4.698 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.440807
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[62] Elapsed time 4.871 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.460128
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.93it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[63] Elapsed time 4.780 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.468207
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[64] Elapsed time 4.830 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.512115
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.21it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[65] Elapsed time 4.717 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.460085
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[66] Elapsed time 4.848 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.477308
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[67] Elapsed time 4.907 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.406551
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[68] Elapsed time 4.894 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.473582
INFO:root:Epoch[69] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[69] Elapsed time 4.899 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.470210
INFO:root:Epoch[70] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[70] Elapsed time 4.975 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.452529
INFO:root:Epoch[71] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[71] Elapsed time 4.969 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.389390
INFO:root:Epoch[72] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[72] Elapsed time 4.915 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.405623
INFO:root:Epoch[73] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[73] Elapsed time 5.053 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.451775
INFO:root:Epoch[74] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[74] Elapsed time 5.298 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.418822
INFO:root:Epoch[75] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[75] Elapsed time 4.978 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.468581
INFO:root:Epoch[76] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[76] Elapsed time 4.848 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.437504
INFO:root:Epoch[77] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[77] Elapsed time 4.802 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.503578
INFO:root:Epoch[78] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.20it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[78] Elapsed time 4.721 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.465509
INFO:root:Epoch[79] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[79] Elapsed time 4.806 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.422638
INFO:root:Epoch[80] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.09it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[80] Elapsed time 4.744 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.423913
INFO:root:Epoch[81] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[81] Elapsed time 4.794 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.491438
INFO:root:Loading parameters from best epoch (71)
INFO:root:Epoch[82] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.27it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[82] Elapsed time 4.704 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.420582
INFO:root:Epoch[83] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[83] Elapsed time 4.868 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.392014
INFO:root:Epoch[84] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[84] Elapsed time 4.871 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.387304
INFO:root:Epoch[85] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[85] Elapsed time 4.881 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.487256
INFO:root:Epoch[86] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.40it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[86] Elapsed time 4.675 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.453088
INFO:root:Epoch[87] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.95it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[87] Elapsed time 4.775 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.373329
INFO:root:Epoch[88] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[88] Elapsed time 4.844 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.383530
INFO:root:Epoch[89] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[89] Elapsed time 4.879 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.475369
INFO:root:Epoch[90] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[90] Elapsed time 4.825 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.401367
INFO:root:Epoch[91] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[91] Elapsed time 4.897 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.386082
INFO:root:Epoch[92] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[92] Elapsed time 4.969 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.385069
INFO:root:Epoch[93] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[93] Elapsed time 4.876 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.496169
INFO:root:Epoch[94] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.85it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[94] Elapsed time 4.797 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.394559
INFO:root:Epoch[95] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[95] Elapsed time 4.938 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.436650
INFO:root:Epoch[96] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.25it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[96] Elapsed time 4.710 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.399870
INFO:root:Epoch[97] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[97] Elapsed time 4.872 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.447881
INFO:root:Loading parameters from best epoch (87)
INFO:root:Epoch[98] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[98] Elapsed time 4.825 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.418549
INFO:root:Epoch[99] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[99] Elapsed time 4.885 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.364567
INFO:root:Loading parameters from best epoch (99)
INFO:root:Final loss: 5.364566593170166 (occurred at epoch 99)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:47<00:00, 25.25it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.537712  0.033362  39.518273            0.029493            0.013274   

   seed  epochs  num_batches  
0    43     100          100  
Seed: 44
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073
100%|██████████| 100/100 [00:04<00:00, 20.95it/s, avg_epoch_loss=7.25]
INFO:root:Epoch[0] Elapsed time 4.776 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.249468
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[1] Elapsed time 4.911 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.444575
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[2] Elapsed time 4.838 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.437889
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.20it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[3] Elapsed time 4.720 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.336977
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.92it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[4] Elapsed time 4.784 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.229327
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[5] Elapsed time 4.904 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.176594
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[6] Elapsed time 4.884 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.138442
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.96it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[7] Elapsed time 4.772 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.138271
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[8] Elapsed time 4.909 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=5.990149
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.90it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[9] Elapsed time 4.785 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=5.951421
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[10] Elapsed time 4.969 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.031342
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.14it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[11] Elapsed time 4.732 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.903943
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[12] Elapsed time 4.924 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.912779
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.85it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[13] Elapsed time 4.799 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.827559
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.91it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[14] Elapsed time 5.585 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.899117
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[15] Elapsed time 4.836 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.812364
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[16] Elapsed time 4.908 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.762159
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[17] Elapsed time 5.014 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.771441
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[18] Elapsed time 4.878 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.794437
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.02it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[19] Elapsed time 4.760 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.719124
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[20] Elapsed time 4.952 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.764422
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[21] Elapsed time 4.981 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.658849
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[22] Elapsed time 4.793 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.763467
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[23] Elapsed time 4.943 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.679999
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[24] Elapsed time 4.918 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.681496
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[25] Elapsed time 5.079 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.616468
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[26] Elapsed time 4.878 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.681698
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[27] Elapsed time 5.004 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.662841
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[28] Elapsed time 4.897 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.590251
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[29] Elapsed time 4.979 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.600907
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.03it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[30] Elapsed time 4.757 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.643218
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[31] Elapsed time 4.889 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.650195
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[32] Elapsed time 4.836 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.583498
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[33] Elapsed time 4.908 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.518794
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[34] Elapsed time 4.882 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.557170
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[35] Elapsed time 4.961 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.601319
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[36] Elapsed time 4.842 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.553002
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[37] Elapsed time 4.898 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.586377
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[38] Elapsed time 4.865 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.562476
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[39] Elapsed time 4.832 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.551877
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.10it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[40] Elapsed time 4.743 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.509103
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.90it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[41] Elapsed time 4.786 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.499230
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.93it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[42] Elapsed time 4.780 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.458477
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[43] Elapsed time 4.843 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.554832
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.35it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[44] Elapsed time 4.687 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.449794
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[45] Elapsed time 4.851 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.529863
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[46] Elapsed time 4.894 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.459944
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.09it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[47] Elapsed time 4.744 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.557855
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[48] Elapsed time 4.906 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.485350
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.81it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[49] Elapsed time 4.808 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.466810
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[50] Elapsed time 4.862 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.424669
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.47it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[51] Elapsed time 5.418 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.535327
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[52] Elapsed time 4.805 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.498502
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.32it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[53] Elapsed time 4.695 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.453830
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[54] Elapsed time 5.034 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.444303
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[55] Elapsed time 4.893 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.498339
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[56] Elapsed time 4.937 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.499418
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[57] Elapsed time 4.823 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.486288
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[58] Elapsed time 4.967 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.402522
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[59] Elapsed time 4.831 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.547016
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[60] Elapsed time 4.878 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.517008
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[61] Elapsed time 4.844 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.474537
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.89it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[62] Elapsed time 4.789 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.442531
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.92it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[63] Elapsed time 4.781 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.447111
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[64] Elapsed time 4.861 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.476624
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[65] Elapsed time 4.858 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.425458
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[66] Elapsed time 4.924 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.448155
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[67] Elapsed time 4.869 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.407574
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[68] Elapsed time 4.882 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.486410
INFO:root:Loading parameters from best epoch (58)
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[69] Elapsed time 4.839 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.404312
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[70] Elapsed time 4.901 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.399122
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[71] Elapsed time 4.837 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.407345
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[72] Elapsed time 4.840 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.466378
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.24it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[73] Elapsed time 4.709 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.425574
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[74] Elapsed time 4.958 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.400887
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[75] Elapsed time 4.868 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.368141
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.89it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[76] Elapsed time 4.789 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.443003
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[77] Elapsed time 4.795 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.435531
INFO:root:Epoch[78] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.02it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[78] Elapsed time 4.761 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.426000
INFO:root:Epoch[79] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[79] Elapsed time 4.812 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.397383
INFO:root:Epoch[80] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.18it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[80] Elapsed time 4.724 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.411231
INFO:root:Epoch[81] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[81] Elapsed time 4.808 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.448398
INFO:root:Epoch[82] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[82] Elapsed time 4.858 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.415187
INFO:root:Epoch[83] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[83] Elapsed time 4.891 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.389382
INFO:root:Epoch[84] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[84] Elapsed time 4.916 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.381796
INFO:root:Epoch[85] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[85] Elapsed time 4.871 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.459388
INFO:root:Loading parameters from best epoch (75)
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[86] Elapsed time 4.844 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.449556
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[87] Elapsed time 5.255 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.400294
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[88] Elapsed time 5.148 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.366622
INFO:root:Epoch[89] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[89] Elapsed time 4.813 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.482318
INFO:root:Epoch[90] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 21.29it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[90] Elapsed time 4.699 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.434616
INFO:root:Epoch[91] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.85it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[91] Elapsed time 4.799 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.386935
INFO:root:Epoch[92] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 21.13it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[92] Elapsed time 4.734 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.366550
INFO:root:Epoch[93] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[93] Elapsed time 4.828 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.459084
INFO:root:Epoch[94] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 21.37it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[94] Elapsed time 4.681 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.417606
INFO:root:Epoch[95] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 21.11it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[95] Elapsed time 4.740 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.389589
INFO:root:Epoch[96] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 21.22it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[96] Elapsed time 4.716 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.382644
INFO:root:Epoch[97] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[97] Elapsed time 4.905 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.426002
INFO:root:Epoch[98] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[98] Elapsed time 4.847 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.380623
INFO:root:Epoch[99] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[99] Elapsed time 4.917 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.430628
INFO:root:Loading parameters from best epoch (92)
INFO:root:Final loss: 5.36654993057251 (occurred at epoch 92)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:45<00:00, 25.61it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.671366  0.034296  42.969599            0.029475            0.013932   

   seed  epochs  num_batches  
0    44     100          100  
Seed: 45
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073
100%|██████████| 100/100 [00:04<00:00, 22.45it/s, avg_epoch_loss=7.28]
INFO:root:Epoch[0] Elapsed time 4.457 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.276431
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[1] Elapsed time 4.893 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.465541
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[2] Elapsed time 4.919 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.455441
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[3] Elapsed time 4.837 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.368487
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[4] Elapsed time 4.853 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.300206
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[5] Elapsed time 4.868 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.226234
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[6] Elapsed time 4.909 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.328497
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.05it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[7] Elapsed time 4.752 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.114633
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[8] Elapsed time 4.866 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.155781
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[9] Elapsed time 4.880 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.080563
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[10] Elapsed time 5.013 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.126713
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[11] Elapsed time 4.906 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.990958
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[12] Elapsed time 4.873 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.964160
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[13] Elapsed time 5.034 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.920176
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[14] Elapsed time 4.906 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.993812
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[15] Elapsed time 4.892 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.090631
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[16] Elapsed time 4.924 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.959383
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[17] Elapsed time 4.796 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.865631
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.96it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[18] Elapsed time 4.773 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.920319
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[19] Elapsed time 4.899 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.033742
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[20] Elapsed time 4.889 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.879809
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[21] Elapsed time 4.932 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.835346
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[22] Elapsed time 4.841 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.858338
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[23] Elapsed time 4.917 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.860571
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.98it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[24] Elapsed time 4.767 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.800287
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[25] Elapsed time 5.031 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.847364
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[26] Elapsed time 4.959 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.878353
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[27] Elapsed time 5.031 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.831786
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[28] Elapsed time 5.294 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.862491
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[29] Elapsed time 4.921 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.791204
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[30] Elapsed time 4.862 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.769843
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[31] Elapsed time 4.929 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.828908
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[32] Elapsed time 4.818 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.759106
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[33] Elapsed time 4.831 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.838245
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[34] Elapsed time 4.869 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.662680
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.21it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[35] Elapsed time 4.717 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.800959
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[36] Elapsed time 4.829 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.691154
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[37] Elapsed time 4.874 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.685233
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[38] Elapsed time 4.894 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.653889
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[39] Elapsed time 4.932 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.726127
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[40] Elapsed time 4.940 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.786563
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[41] Elapsed time 4.793 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.682389
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[42] Elapsed time 4.950 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.658141
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.10it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[43] Elapsed time 4.741 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.646001
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[44] Elapsed time 4.971 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.709454
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[45] Elapsed time 4.833 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.666038
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[46] Elapsed time 4.914 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.657957
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[47] Elapsed time 4.904 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.702735
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[48] Elapsed time 4.884 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.739992
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.01it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[49] Elapsed time 4.762 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.598430
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[50] Elapsed time 4.830 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.682453
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[51] Elapsed time 4.798 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.651745
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[52] Elapsed time 4.822 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.686975
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.13it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[53] Elapsed time 4.736 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.609043
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.97it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[54] Elapsed time 4.771 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.656085
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.05it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[55] Elapsed time 4.753 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.614795
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[56] Elapsed time 4.907 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.743425
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.91it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[57] Elapsed time 4.785 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.647321
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[58] Elapsed time 4.879 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.637710
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[59] Elapsed time 4.811 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.614938
INFO:root:Loading parameters from best epoch (49)
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[60] Elapsed time 4.835 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.640929
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.12it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[61] Elapsed time 4.738 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.551133
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[62] Elapsed time 4.877 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.572488
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[63] Elapsed time 4.894 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.564929
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[64] Elapsed time 5.136 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.660523
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[65] Elapsed time 5.089 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.593900
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[66] Elapsed time 4.915 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.550101
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[67] Elapsed time 5.002 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.549741
INFO:root:Epoch[68] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[68] Elapsed time 4.929 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.562402
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[69] Elapsed time 4.989 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.558772
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[70] Elapsed time 4.898 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.568051
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[71] Elapsed time 5.046 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.543987
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[72] Elapsed time 4.974 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.528784
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[73] Elapsed time 5.002 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.659761
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[74] Elapsed time 4.931 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.544116
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[75] Elapsed time 5.111 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.551022
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[76] Elapsed time 5.040 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.586649
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[77] Elapsed time 5.044 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.591754
INFO:root:Epoch[78] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.09it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[78] Elapsed time 4.744 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.573517
INFO:root:Epoch[79] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.10it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[79] Elapsed time 4.741 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.476222
INFO:root:Epoch[80] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[80] Elapsed time 4.931 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.524942
INFO:root:Epoch[81] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.02it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[81] Elapsed time 4.761 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.531499
INFO:root:Epoch[82] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[82] Elapsed time 4.777 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.568076
INFO:root:Epoch[83] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[83] Elapsed time 4.882 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.535543
INFO:root:Epoch[84] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[84] Elapsed time 4.949 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.559562
INFO:root:Epoch[85] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[85] Elapsed time 4.832 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.542894
INFO:root:Epoch[86] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[86] Elapsed time 4.839 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.553694
INFO:root:Epoch[87] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.20it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[87] Elapsed time 4.720 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.540315
INFO:root:Epoch[88] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[88] Elapsed time 4.869 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.500616
INFO:root:Epoch[89] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[89] Elapsed time 4.897 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.476650
INFO:root:Loading parameters from best epoch (79)
INFO:root:Epoch[90] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[90] Elapsed time 4.877 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.578382
INFO:root:Epoch[91] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[91] Elapsed time 4.803 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.496574
INFO:root:Epoch[92] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[92] Elapsed time 4.866 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.471101
INFO:root:Epoch[93] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[93] Elapsed time 4.921 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.509734
INFO:root:Epoch[94] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[94] Elapsed time 4.893 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.551287
INFO:root:Epoch[95] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[95] Elapsed time 4.857 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.504892
INFO:root:Epoch[96] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[96] Elapsed time 4.900 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.484719
INFO:root:Epoch[97] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[97] Elapsed time 4.836 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.520065
INFO:root:Epoch[98] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[98] Elapsed time 4.918 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.580511
INFO:root:Epoch[99] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.92it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[99] Elapsed time 4.781 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.479269
INFO:root:Loading parameters from best epoch (92)
INFO:root:Final loss: 5.471101002693176 (occurred at epoch 92)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:47<00:00, 25.29it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.263473  0.031126  46.548207            0.026946            0.013561   

   seed  epochs  num_batches  
0    45     100          100  
Seed: 46
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073
100%|██████████| 100/100 [00:04<00:00, 22.12it/s, avg_epoch_loss=7.42]
INFO:root:Epoch[0] Elapsed time 4.523 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.417712
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[1] Elapsed time 4.850 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.575814
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.91it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[2] Elapsed time 4.785 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.522139
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.27it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[3] Elapsed time 4.705 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.367299
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.61it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[4] Elapsed time 5.375 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.358828
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.92it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[5] Elapsed time 4.783 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.256351
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[6] Elapsed time 4.937 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.266776
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.21it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[7] Elapsed time 4.717 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.150137
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.04it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[8] Elapsed time 4.755 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.097656
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.33it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[9] Elapsed time 4.690 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.051336
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[10] Elapsed time 4.796 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.088739
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.36it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[11] Elapsed time 4.685 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.019439
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[12] Elapsed time 4.796 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.960045
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[13] Elapsed time 4.913 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.943450
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[14] Elapsed time 4.929 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.992290
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.52it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[15] Elapsed time 4.649 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.839037
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[16] Elapsed time 4.852 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.867735
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.92it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[17] Elapsed time 4.783 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.839886
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[18] Elapsed time 4.804 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.881023
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.31it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[19] Elapsed time 4.697 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.798569
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[20] Elapsed time 4.965 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.728812
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[21] Elapsed time 4.910 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.715943
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[22] Elapsed time 4.820 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.791001
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[23] Elapsed time 5.014 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.643694
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[24] Elapsed time 4.884 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.653882
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[25] Elapsed time 4.962 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.635357
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[26] Elapsed time 4.911 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.622784
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[27] Elapsed time 4.968 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.706772
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[28] Elapsed time 4.848 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.592949
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[29] Elapsed time 4.887 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.622810
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[30] Elapsed time 4.816 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.625314
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[31] Elapsed time 4.929 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.675578
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.91it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[32] Elapsed time 4.785 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.607775
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[33] Elapsed time 4.931 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.585723
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[34] Elapsed time 4.913 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.594405
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[35] Elapsed time 5.049 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.608103
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.90it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[36] Elapsed time 4.788 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.581853
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[37] Elapsed time 4.942 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.556555
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[38] Elapsed time 4.853 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.513012
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[39] Elapsed time 4.926 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.557769
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[40] Elapsed time 4.844 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.532634
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.31it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[41] Elapsed time 5.464 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.492748
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.03it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[42] Elapsed time 4.758 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.490577
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.93it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[43] Elapsed time 4.780 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.517076
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[44] Elapsed time 4.843 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.471633
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[45] Elapsed time 4.958 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.485817
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[46] Elapsed time 4.914 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.510950
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[47] Elapsed time 4.901 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.549415
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[48] Elapsed time 4.803 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.475076
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[49] Elapsed time 4.948 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.469599
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.06it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[50] Elapsed time 4.751 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.480569
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[51] Elapsed time 4.897 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.500866
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.00it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[52] Elapsed time 4.764 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.465447
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[53] Elapsed time 4.998 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.527382
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.16it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[54] Elapsed time 4.728 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.465108
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[55] Elapsed time 4.976 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.541056
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.28it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[56] Elapsed time 4.700 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.534076
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[57] Elapsed time 4.895 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.463332
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[58] Elapsed time 4.946 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.413642
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.18it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[59] Elapsed time 4.723 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.542583
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[60] Elapsed time 4.778 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.447716
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.29it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[61] Elapsed time 4.699 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.441098
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.09it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[62] Elapsed time 4.744 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.418776
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.26it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[63] Elapsed time 4.707 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.493568
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[64] Elapsed time 4.800 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.471138
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[65] Elapsed time 4.844 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.471560
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[66] Elapsed time 4.975 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.432452
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[67] Elapsed time 4.859 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.434987
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[68] Elapsed time 4.932 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.480459
INFO:root:Loading parameters from best epoch (58)
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.30it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[69] Elapsed time 4.697 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.441471
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[70] Elapsed time 4.794 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.435141
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.04it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[71] Elapsed time 4.756 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.411444
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[72] Elapsed time 4.851 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.463363
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.35it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[73] Elapsed time 4.687 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.373312
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.92it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[74] Elapsed time 4.782 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.425339
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[75] Elapsed time 4.897 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.429918
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[76] Elapsed time 4.966 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.473453
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[77] Elapsed time 4.833 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.419533
INFO:root:Epoch[78] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 17.95it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[78] Elapsed time 5.573 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.371096
INFO:root:Epoch[79] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[79] Elapsed time 4.863 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.413555
INFO:root:Epoch[80] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[80] Elapsed time 4.968 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.467470
INFO:root:Epoch[81] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[81] Elapsed time 4.806 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.399926
INFO:root:Epoch[82] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[82] Elapsed time 4.885 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.360927
INFO:root:Epoch[83] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[83] Elapsed time 4.964 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.395842
INFO:root:Epoch[84] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[84] Elapsed time 4.882 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.475495
INFO:root:Epoch[85] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.95it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[85] Elapsed time 4.776 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.419142
INFO:root:Epoch[86] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.88it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[86] Elapsed time 4.792 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.418596
INFO:root:Epoch[87] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.46it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[87] Elapsed time 4.663 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.378796
INFO:root:Epoch[88] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[88] Elapsed time 4.857 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.454366
INFO:root:Epoch[89] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[89] Elapsed time 4.875 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.472656
INFO:root:Epoch[90] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.03it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[90] Elapsed time 4.759 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.416002
INFO:root:Epoch[91] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.96it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[91] Elapsed time 4.773 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.333380
INFO:root:Epoch[92] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.09it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[92] Elapsed time 4.744 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.474907
INFO:root:Epoch[93] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.33it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[93] Elapsed time 4.690 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.450027
INFO:root:Epoch[94] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[94] Elapsed time 4.854 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.370330
INFO:root:Epoch[95] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[95] Elapsed time 4.804 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.358619
INFO:root:Epoch[96] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[96] Elapsed time 4.899 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.507427
INFO:root:Epoch[97] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[97] Elapsed time 4.826 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.402356
INFO:root:Epoch[98] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[98] Elapsed time 4.892 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.414740
INFO:root:Epoch[99] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[99] Elapsed time 4.898 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.383852
INFO:root:Loading parameters from best epoch (91)
INFO:root:Final loss: 5.333379907608032 (occurred at epoch 91)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:44<00:00, 25.67it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.264955  0.031875  38.918847            0.027141            0.012997   

   seed  epochs  num_batches  
0    46     100          100  
Seed: 47
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073
100%|██████████| 100/100 [00:04<00:00, 21.79it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[0] Elapsed time 4.591 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.072772
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[1] Elapsed time 4.934 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.570054
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[2] Elapsed time 4.921 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.479136
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[3] Elapsed time 4.859 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.345189
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[4] Elapsed time 4.920 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.333565
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[5] Elapsed time 4.965 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.256826
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[6] Elapsed time 4.963 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.300561
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[7] Elapsed time 4.893 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.175202
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[8] Elapsed time 5.067 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.069242
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[9] Elapsed time 4.922 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.057805
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[10] Elapsed time 4.943 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.049748
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[11] Elapsed time 5.000 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.054724
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[12] Elapsed time 4.888 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.994842
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[13] Elapsed time 4.986 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.928292
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[14] Elapsed time 4.935 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.925790
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[15] Elapsed time 4.939 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.978433
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[16] Elapsed time 4.842 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.934497
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[17] Elapsed time 4.889 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.885120
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.36it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[18] Elapsed time 5.449 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.903165
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[19] Elapsed time 4.956 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.904982
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[20] Elapsed time 4.898 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.849713
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[21] Elapsed time 4.904 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.799482
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[22] Elapsed time 4.825 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.806788
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[23] Elapsed time 4.892 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.881783
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[24] Elapsed time 4.880 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.737768
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[25] Elapsed time 5.047 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.721198
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[26] Elapsed time 4.902 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.771701
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[27] Elapsed time 4.828 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.778506
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[28] Elapsed time 4.861 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.686490
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[29] Elapsed time 4.957 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.774061
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[30] Elapsed time 4.958 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.742787
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[31] Elapsed time 4.804 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.726574
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.19it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[32] Elapsed time 4.722 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.631538
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.85it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[33] Elapsed time 4.799 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.598382
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[34] Elapsed time 4.856 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.601795
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[35] Elapsed time 4.972 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.647330
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.31it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[36] Elapsed time 4.696 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.666175
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[37] Elapsed time 4.810 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.704813
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.29it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[38] Elapsed time 4.701 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.585818
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[39] Elapsed time 4.945 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.610568
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.07it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[40] Elapsed time 4.748 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.628149
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[41] Elapsed time 4.858 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.603512
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[42] Elapsed time 4.795 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.519106
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[43] Elapsed time 5.019 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.621729
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[44] Elapsed time 4.846 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.584716
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[45] Elapsed time 4.870 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.578586
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[46] Elapsed time 4.826 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.511692
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[47] Elapsed time 4.850 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.582977
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[48] Elapsed time 4.822 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.600515
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.27it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[49] Elapsed time 4.703 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.554012
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[50] Elapsed time 4.877 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.506727
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.06it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[51] Elapsed time 4.750 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.534446
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[52] Elapsed time 4.801 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.561669
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[53] Elapsed time 4.900 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.518678
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[54] Elapsed time 4.888 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.539979
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.47it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[55] Elapsed time 5.417 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.493055
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[56] Elapsed time 4.961 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.593527
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[57] Elapsed time 4.922 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.511527
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[58] Elapsed time 4.926 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.497988
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[59] Elapsed time 4.950 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.450535
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[60] Elapsed time 4.891 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.543130
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[61] Elapsed time 4.815 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.461038
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[62] Elapsed time 5.047 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.435095
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[63] Elapsed time 4.880 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.497465
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[64] Elapsed time 4.970 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.577766
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[65] Elapsed time 4.929 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.496690
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[66] Elapsed time 4.937 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.461708
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[67] Elapsed time 5.060 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.444819
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[68] Elapsed time 4.853 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.509801
INFO:root:Epoch[69] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[69] Elapsed time 4.900 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.455145
INFO:root:Epoch[70] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[70] Elapsed time 4.854 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.482429
INFO:root:Epoch[71] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[71] Elapsed time 4.977 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.434488
INFO:root:Epoch[72] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.91it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[72] Elapsed time 4.784 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.466121
INFO:root:Epoch[73] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[73] Elapsed time 4.960 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.480082
INFO:root:Epoch[74] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[74] Elapsed time 4.852 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.447440
INFO:root:Epoch[75] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[75] Elapsed time 4.949 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.472706
INFO:root:Epoch[76] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[76] Elapsed time 4.847 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.456877
INFO:root:Epoch[77] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[77] Elapsed time 5.015 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.478490
INFO:root:Epoch[78] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[78] Elapsed time 4.812 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.464307
INFO:root:Epoch[79] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.90it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[79] Elapsed time 4.786 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.441405
INFO:root:Epoch[80] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.10it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[80] Elapsed time 4.740 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.448593
INFO:root:Epoch[81] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[81] Elapsed time 4.822 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.478537
INFO:root:Loading parameters from best epoch (71)
INFO:root:Epoch[82] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.08it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[82] Elapsed time 4.747 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.420273
INFO:root:Epoch[83] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[83] Elapsed time 4.969 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.401739
INFO:root:Epoch[84] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[84] Elapsed time 4.877 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.422050
INFO:root:Epoch[85] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[85] Elapsed time 4.991 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.477905
INFO:root:Epoch[86] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[86] Elapsed time 4.846 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.400895
INFO:root:Epoch[87] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.98it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[87] Elapsed time 4.768 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.406782
INFO:root:Epoch[88] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[88] Elapsed time 4.818 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.430460
INFO:root:Epoch[89] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[89] Elapsed time 4.915 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.463010
INFO:root:Epoch[90] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[90] Elapsed time 4.874 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.416460
INFO:root:Epoch[91] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 17.75it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[91] Elapsed time 5.636 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.383617
INFO:root:Epoch[92] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.81it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[92] Elapsed time 4.807 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.388367
INFO:root:Epoch[93] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[93] Elapsed time 4.852 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.458255
INFO:root:Epoch[94] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.01it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[94] Elapsed time 4.762 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.403969
INFO:root:Epoch[95] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[95] Elapsed time 4.829 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.429977
INFO:root:Epoch[96] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.07it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[96] Elapsed time 4.748 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.414828
INFO:root:Epoch[97] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[97] Elapsed time 4.944 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.484757
INFO:root:Epoch[98] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[98] Elapsed time 4.916 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.407379
INFO:root:Epoch[99] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[99] Elapsed time 5.037 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.400328
INFO:root:Loading parameters from best epoch (91)
INFO:root:Final loss: 5.3836168193817135 (occurred at epoch 91)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:48<00:00, 25.15it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE    sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  3.544887  0.03357  41.502963            0.029327            0.014049    47   

   epochs  num_batches  
0     100          100  
Seed: 48
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073
100%|██████████| 100/100 [00:04<00:00, 22.47it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[0] Elapsed time 4.452 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.187707
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[1] Elapsed time 4.815 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.551663
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[2] Elapsed time 4.895 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.527015
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.40it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[3] Elapsed time 4.675 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.439205
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[4] Elapsed time 4.827 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.408944
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[5] Elapsed time 4.801 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.285061
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[6] Elapsed time 4.889 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.331740
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[7] Elapsed time 4.821 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.210402
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[8] Elapsed time 4.987 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.131426
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[9] Elapsed time 4.910 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.150198
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[10] Elapsed time 4.949 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.169244
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[11] Elapsed time 4.812 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.061689
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[12] Elapsed time 4.997 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.974878
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.02it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[13] Elapsed time 4.759 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.938677
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=6]
INFO:root:Epoch[14] Elapsed time 4.777 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.998278
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.29it/s, avg_epoch_loss=6]
INFO:root:Epoch[15] Elapsed time 4.700 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.996684
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[16] Elapsed time 4.845 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.900930
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[17] Elapsed time 4.870 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.948848
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[18] Elapsed time 4.795 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.960638
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[19] Elapsed time 4.900 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.905532
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.99it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[20] Elapsed time 4.767 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.786946
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[21] Elapsed time 4.823 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.898872
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[22] Elapsed time 4.872 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.836713
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[23] Elapsed time 4.850 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.843873
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.02it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[24] Elapsed time 4.759 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.765591
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[25] Elapsed time 4.985 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.763601
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[26] Elapsed time 4.817 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.801121
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.10it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[27] Elapsed time 4.740 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.864271
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.11it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[28] Elapsed time 4.739 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.695838
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.95it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[29] Elapsed time 4.776 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.691526
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[30] Elapsed time 4.922 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.762740
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.26it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[31] Elapsed time 5.478 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.707311
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[32] Elapsed time 4.853 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.655167
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[33] Elapsed time 4.796 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.698603
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.99it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[34] Elapsed time 4.766 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.648688
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.95it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[35] Elapsed time 4.775 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.719097
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.32it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[36] Elapsed time 4.693 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.618815
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.03it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[37] Elapsed time 4.756 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.689385
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.39it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[38] Elapsed time 4.678 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.735353
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[39] Elapsed time 4.891 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.716039
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.45it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[40] Elapsed time 4.664 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.629382
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[41] Elapsed time 4.841 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.605042
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[42] Elapsed time 4.877 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.591268
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[43] Elapsed time 4.909 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.681352
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[44] Elapsed time 4.885 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.563151
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[45] Elapsed time 4.966 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.614096
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[46] Elapsed time 4.835 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.544957
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[47] Elapsed time 4.965 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.718604
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.89it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[48] Elapsed time 4.789 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.556353
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[49] Elapsed time 4.904 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.550044
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[50] Elapsed time 4.941 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.508020
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[51] Elapsed time 4.815 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.631665
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[52] Elapsed time 4.806 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.552859
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[53] Elapsed time 4.970 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.585428
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[54] Elapsed time 4.941 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.485680
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[55] Elapsed time 4.845 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.574091
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[56] Elapsed time 4.914 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.538514
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[57] Elapsed time 4.813 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.516342
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[58] Elapsed time 5.015 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.528464
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[59] Elapsed time 4.895 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.521693
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[60] Elapsed time 4.834 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.542000
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.39it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[61] Elapsed time 4.676 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.498067
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.91it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[62] Elapsed time 4.786 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.545174
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.25it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[63] Elapsed time 4.707 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.493240
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.99it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[64] Elapsed time 4.767 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.524274
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.28it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[65] Elapsed time 4.702 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.513486
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.15it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[66] Elapsed time 4.728 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.480785
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[67] Elapsed time 4.794 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.451649
INFO:root:Epoch[68] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.42it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[68] Elapsed time 5.431 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.484139
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.42it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[69] Elapsed time 4.670 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.514424
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.92it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[70] Elapsed time 4.783 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.447900
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[71] Elapsed time 4.896 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.495733
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[72] Elapsed time 4.852 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.458688
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[73] Elapsed time 4.844 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.488733
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[74] Elapsed time 4.781 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.448739
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.08it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[75] Elapsed time 4.747 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.467526
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[76] Elapsed time 5.000 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.496267
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[77] Elapsed time 5.008 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.471915
INFO:root:Epoch[78] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[78] Elapsed time 4.963 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.475845
INFO:root:Epoch[79] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[79] Elapsed time 4.781 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.469306
INFO:root:Epoch[80] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[80] Elapsed time 4.814 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.547577
INFO:root:Loading parameters from best epoch (70)
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 21.26it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[81] Elapsed time 4.707 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.444029
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[82] Elapsed time 4.793 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.454666
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[83] Elapsed time 4.839 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.438304
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[84] Elapsed time 4.826 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.496955
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[85] Elapsed time 4.867 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.485394
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[86] Elapsed time 4.999 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.454050
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[87] Elapsed time 4.920 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.412506
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[88] Elapsed time 4.838 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.537996
INFO:root:Epoch[89] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.91it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[89] Elapsed time 4.784 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.463758
INFO:root:Epoch[90] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[90] Elapsed time 4.948 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.393112
INFO:root:Epoch[91] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[91] Elapsed time 4.928 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.446849
INFO:root:Epoch[92] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[92] Elapsed time 4.983 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.540860
INFO:root:Epoch[93] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[93] Elapsed time 4.816 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.449197
INFO:root:Epoch[94] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[94] Elapsed time 4.970 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.399938
INFO:root:Epoch[95] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[95] Elapsed time 5.048 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.433413
INFO:root:Epoch[96] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[96] Elapsed time 4.948 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.460791
INFO:root:Epoch[97] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[97] Elapsed time 4.884 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.459442
INFO:root:Epoch[98] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[98] Elapsed time 4.898 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.427821
INFO:root:Epoch[99] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[99] Elapsed time 4.881 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.413588
INFO:root:Loading parameters from best epoch (90)
INFO:root:Final loss: 5.393112287521363 (occurred at epoch 90)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.33it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
      MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  3.82502  0.035024  47.299009            0.031646            0.015622    48   

   epochs  num_batches  
0     100          100  
Seed: 49
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073
100%|██████████| 100/100 [00:04<00:00, 21.97it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[0] Elapsed time 4.554 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.100091
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[1] Elapsed time 5.037 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.499785
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[2] Elapsed time 5.052 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.437532
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[3] Elapsed time 4.871 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.322444
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[4] Elapsed time 4.966 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.236541
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[5] Elapsed time 4.982 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.201319
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[6] Elapsed time 4.867 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.305060
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.78it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[7] Elapsed time 5.627 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.187069
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[8] Elapsed time 4.940 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.091614
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[9] Elapsed time 4.826 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.075865
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[10] Elapsed time 4.878 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.063490
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.04it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[11] Elapsed time 4.756 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.009045
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[12] Elapsed time 4.802 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.054826
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[13] Elapsed time 4.965 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.991095
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[14] Elapsed time 4.952 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.007622
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[15] Elapsed time 4.877 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.955238
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[16] Elapsed time 5.002 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.901402
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[17] Elapsed time 4.952 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.855612
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[18] Elapsed time 5.005 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.878520
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[19] Elapsed time 4.860 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.817434
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[20] Elapsed time 4.943 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.761471
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[21] Elapsed time 4.914 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.714009
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[22] Elapsed time 4.926 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.801893
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[23] Elapsed time 4.857 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.696124
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[24] Elapsed time 4.959 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.654777
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[25] Elapsed time 4.838 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.603757
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[26] Elapsed time 4.942 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.683508
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[27] Elapsed time 4.956 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.679378
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[28] Elapsed time 4.777 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.640650
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[29] Elapsed time 4.902 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.604694
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[30] Elapsed time 4.886 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.578833
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[31] Elapsed time 4.880 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.615996
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.18it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[32] Elapsed time 4.726 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.586555
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[33] Elapsed time 4.844 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.600486
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.93it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[34] Elapsed time 4.781 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.623284
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[35] Elapsed time 4.892 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.609576
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.10it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[36] Elapsed time 4.743 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.567858
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[37] Elapsed time 4.928 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.576613
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[38] Elapsed time 4.830 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.550072
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[39] Elapsed time 4.846 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.620821
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[40] Elapsed time 4.950 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.495759
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[41] Elapsed time 4.796 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.536656
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[42] Elapsed time 4.895 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.564582
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[43] Elapsed time 5.048 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.566396
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.35it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[44] Elapsed time 5.453 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.493525
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[45] Elapsed time 5.014 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.493138
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[46] Elapsed time 4.874 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.489441
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[47] Elapsed time 4.794 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.549655
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[48] Elapsed time 4.962 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.495601
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[49] Elapsed time 4.778 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.490338
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[50] Elapsed time 4.846 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.456139
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.93it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[51] Elapsed time 4.780 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.503215
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.92it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[52] Elapsed time 4.783 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.491795
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[53] Elapsed time 4.861 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.456802
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[54] Elapsed time 5.021 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.467535
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[55] Elapsed time 4.926 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.477648
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[56] Elapsed time 4.945 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.541022
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[57] Elapsed time 4.899 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.500516
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[58] Elapsed time 4.916 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.468764
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[59] Elapsed time 4.981 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.442890
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[60] Elapsed time 4.965 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.506289
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[61] Elapsed time 4.962 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.448557
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[62] Elapsed time 5.054 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.450781
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[63] Elapsed time 4.838 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.435346
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[64] Elapsed time 5.115 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.500581
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[65] Elapsed time 4.891 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.441810
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[66] Elapsed time 4.989 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.448570
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[67] Elapsed time 5.125 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.444349
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[68] Elapsed time 4.974 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.506932
INFO:root:Epoch[69] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.93it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[69] Elapsed time 4.782 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.440476
INFO:root:Epoch[70] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[70] Elapsed time 4.852 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.441576
INFO:root:Epoch[71] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[71] Elapsed time 4.944 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.414961
INFO:root:Epoch[72] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.03it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[72] Elapsed time 4.757 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.457549
INFO:root:Epoch[73] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.99it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[73] Elapsed time 4.768 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.418634
INFO:root:Epoch[74] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.99it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[74] Elapsed time 4.765 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.425483
INFO:root:Epoch[75] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[75] Elapsed time 4.879 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.417647
INFO:root:Epoch[76] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.02it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[76] Elapsed time 4.761 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.424284
INFO:root:Epoch[77] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[77] Elapsed time 4.935 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.468018
INFO:root:Epoch[78] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[78] Elapsed time 4.818 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.400469
INFO:root:Epoch[79] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[79] Elapsed time 4.897 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.368904
INFO:root:Epoch[80] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[80] Elapsed time 5.090 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.412946
INFO:root:Epoch[81] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[81] Elapsed time 5.229 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.488709
INFO:root:Epoch[82] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.34it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[82] Elapsed time 4.687 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.443306
INFO:root:Epoch[83] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.98it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[83] Elapsed time 4.768 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.377227
INFO:root:Epoch[84] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.97it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[84] Elapsed time 4.773 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.439629
INFO:root:Epoch[85] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[85] Elapsed time 4.929 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.436108
INFO:root:Epoch[86] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.06it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[86] Elapsed time 4.750 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.398583
INFO:root:Epoch[87] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[87] Elapsed time 4.804 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.424320
INFO:root:Epoch[88] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.12it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[88] Elapsed time 4.736 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.419836
INFO:root:Epoch[89] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[89] Elapsed time 4.798 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.487213
INFO:root:Loading parameters from best epoch (79)
INFO:root:Epoch[90] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[90] Elapsed time 4.778 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.391310
INFO:root:Epoch[91] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[91] Elapsed time 5.030 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.400152
INFO:root:Epoch[92] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[92] Elapsed time 4.953 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.378763
INFO:root:Epoch[93] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[93] Elapsed time 4.912 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.461545
INFO:root:Epoch[94] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.04it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[94] Elapsed time 4.755 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.366395
INFO:root:Epoch[95] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[95] Elapsed time 4.800 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.399642
INFO:root:Epoch[96] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.07it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[96] Elapsed time 4.747 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.380148
INFO:root:Epoch[97] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[97] Elapsed time 5.002 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.438820
INFO:root:Epoch[98] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[98] Elapsed time 4.877 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.393377
INFO:root:Epoch[99] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[99] Elapsed time 4.951 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.389699
INFO:root:Loading parameters from best epoch (94)
INFO:root:Final loss: 5.366395001411438 (occurred at epoch 94)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:43<00:00, 25.91it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.649202  0.034606  40.412845            0.031087            0.014267   

   seed  epochs  num_batches  
0    49     100          100  
Seed: 50
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073
100%|██████████| 100/100 [00:04<00:00, 22.59it/s, avg_epoch_loss=7.4]
INFO:root:Epoch[0] Elapsed time 4.431 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.401325
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[1] Elapsed time 4.778 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.583102
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[2] Elapsed time 5.038 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.522236
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[3] Elapsed time 4.889 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.400543
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[4] Elapsed time 4.949 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.326165
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[5] Elapsed time 4.939 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.255850
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[6] Elapsed time 4.968 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.213014
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[7] Elapsed time 4.888 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.179487
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[8] Elapsed time 4.812 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.043041
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.88it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[9] Elapsed time 4.790 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.107707
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.12it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[10] Elapsed time 4.739 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.085721
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.37it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[11] Elapsed time 4.682 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.994627
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[12] Elapsed time 4.983 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.951508
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[13] Elapsed time 5.024 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.957465
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[14] Elapsed time 4.915 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.941366
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[15] Elapsed time 4.957 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.926620
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[16] Elapsed time 4.920 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.888095
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[17] Elapsed time 4.935 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.858273
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[18] Elapsed time 4.812 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.917325
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[19] Elapsed time 4.944 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.964428
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[20] Elapsed time 4.944 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.784552
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.17it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[21] Elapsed time 5.506 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.859315
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[22] Elapsed time 4.923 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.778365
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[23] Elapsed time 4.986 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.855541
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.95it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[24] Elapsed time 4.775 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.841856
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[25] Elapsed time 4.930 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.830195
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[26] Elapsed time 4.795 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.733904
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[27] Elapsed time 4.878 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.800390
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[28] Elapsed time 4.898 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.721808
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[29] Elapsed time 5.053 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.684045
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[30] Elapsed time 4.957 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.693078
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[31] Elapsed time 4.959 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.805991
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[32] Elapsed time 4.876 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.643320
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[33] Elapsed time 4.893 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.606033
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[34] Elapsed time 4.937 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.646680
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[35] Elapsed time 4.909 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.689565
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[36] Elapsed time 4.820 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.646019
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[37] Elapsed time 4.895 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.557986
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[38] Elapsed time 4.826 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.649988
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[39] Elapsed time 4.849 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.640804
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[40] Elapsed time 4.846 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.556227
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[41] Elapsed time 4.948 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.539717
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[42] Elapsed time 4.847 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.548682
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[43] Elapsed time 4.846 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.610274
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[44] Elapsed time 4.949 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.533318
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[45] Elapsed time 4.898 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.562025
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[46] Elapsed time 4.958 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.488863
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[47] Elapsed time 4.853 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.591491
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[48] Elapsed time 4.887 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.480982
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.11it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[49] Elapsed time 4.739 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.535060
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[50] Elapsed time 4.832 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.422957
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.04it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[51] Elapsed time 4.754 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.542572
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[52] Elapsed time 4.878 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.521076
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[53] Elapsed time 4.923 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.422843
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[54] Elapsed time 4.983 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.433506
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[55] Elapsed time 4.879 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.484982
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[56] Elapsed time 4.997 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.603761
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[57] Elapsed time 5.091 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.431646
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[58] Elapsed time 5.194 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.433856
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[59] Elapsed time 4.792 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.497617
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[60] Elapsed time 5.040 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.497535
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[61] Elapsed time 4.996 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.495495
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[62] Elapsed time 5.040 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.507912
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[63] Elapsed time 4.916 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.467264
INFO:root:Loading parameters from best epoch (53)
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[64] Elapsed time 4.873 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.496193
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.20it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[65] Elapsed time 4.720 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.422975
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.97it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[66] Elapsed time 4.771 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.450104
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.21it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[67] Elapsed time 4.718 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.408867
INFO:root:Epoch[68] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[68] Elapsed time 4.806 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.509253
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 21.13it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[69] Elapsed time 4.734 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.423981
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[70] Elapsed time 4.845 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.446603
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[71] Elapsed time 4.868 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.414033
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[72] Elapsed time 4.912 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.473668
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[73] Elapsed time 4.818 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.453387
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[74] Elapsed time 4.896 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.415098
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[75] Elapsed time 4.994 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.412779
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[76] Elapsed time 4.934 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.495802
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.91it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[77] Elapsed time 4.786 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.470025
INFO:root:Loading parameters from best epoch (67)
INFO:root:Epoch[78] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[78] Elapsed time 4.910 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.426322
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[79] Elapsed time 4.943 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.375673
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[80] Elapsed time 5.007 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.488478
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[81] Elapsed time 4.853 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.437101
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[82] Elapsed time 5.010 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.406936
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[83] Elapsed time 5.006 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.347744
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[84] Elapsed time 5.025 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.439574
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[85] Elapsed time 4.881 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.427138
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[86] Elapsed time 4.892 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.402957
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[87] Elapsed time 4.903 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.399017
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[88] Elapsed time 4.900 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.478344
INFO:root:Epoch[89] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[89] Elapsed time 4.928 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.445060
INFO:root:Epoch[90] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[90] Elapsed time 4.835 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.391418
INFO:root:Epoch[91] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[91] Elapsed time 4.960 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.395152
INFO:root:Epoch[92] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[92] Elapsed time 4.804 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.401009
INFO:root:Epoch[93] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[93] Elapsed time 4.950 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.460101
INFO:root:Loading parameters from best epoch (83)
INFO:root:Epoch[94] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[94] Elapsed time 5.276 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.399050
INFO:root:Epoch[95] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[95] Elapsed time 4.944 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.432410
INFO:root:Epoch[96] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[96] Elapsed time 4.863 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.380423
INFO:root:Epoch[97] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[97] Elapsed time 4.998 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.433900
INFO:root:Epoch[98] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 21.20it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[98] Elapsed time 4.719 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.402890
INFO:root:Epoch[99] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[99] Elapsed time 4.807 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.388047
INFO:root:Loading parameters from best epoch (83)
INFO:root:Final loss: 5.347744364738464 (occurred at epoch 83)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.40it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.725112  0.035031  45.973312            0.031436             0.01521   

   seed  epochs  num_batches  
0    50     100          100  
Seed: 51
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073
100%|██████████| 100/100 [00:04<00:00, 21.88it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[0] Elapsed time 4.573 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.032508
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[1] Elapsed time 4.911 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.448871
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[2] Elapsed time 4.972 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.416719
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[3] Elapsed time 4.826 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.292541
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[4] Elapsed time 4.987 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.206856
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[5] Elapsed time 4.836 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.174249
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[6] Elapsed time 4.902 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.204175
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[7] Elapsed time 4.980 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.137668
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[8] Elapsed time 4.872 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.107177
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[9] Elapsed time 4.875 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=5.957311
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.93it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[10] Elapsed time 4.779 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.121783
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[11] Elapsed time 4.934 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.016683
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[12] Elapsed time 4.900 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.926966
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[13] Elapsed time 4.919 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.927712
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[14] Elapsed time 4.860 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.909147
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[15] Elapsed time 4.890 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.950763
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[16] Elapsed time 4.871 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.915970
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[17] Elapsed time 4.905 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.933327
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[18] Elapsed time 4.846 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.822883
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[19] Elapsed time 4.847 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.885010
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.25it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[20] Elapsed time 4.708 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.905911
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[21] Elapsed time 4.915 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.778050
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[22] Elapsed time 4.870 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.827847
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[23] Elapsed time 4.795 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.867116
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.24it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[24] Elapsed time 4.709 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.745304
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[25] Elapsed time 4.864 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.798539
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.03it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[26] Elapsed time 4.756 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.757666
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[27] Elapsed time 4.801 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.857395
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.99it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[28] Elapsed time 4.768 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.752573
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[29] Elapsed time 4.907 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.651791
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[30] Elapsed time 4.881 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.709882
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[31] Elapsed time 4.878 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.716892
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.97it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[32] Elapsed time 4.770 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.631904
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[33] Elapsed time 4.834 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.636976
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.25it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[34] Elapsed time 5.482 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.657833
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.91it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[35] Elapsed time 4.783 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.672691
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.44it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[36] Elapsed time 4.667 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.599889
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[37] Elapsed time 4.828 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.666219
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.88it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[38] Elapsed time 4.792 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.653802
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[39] Elapsed time 4.852 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.642222
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.85it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[40] Elapsed time 4.797 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.598348
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[41] Elapsed time 4.969 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.579489
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[42] Elapsed time 5.038 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.595472
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[43] Elapsed time 4.935 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.632246
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[44] Elapsed time 4.970 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.566596
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[45] Elapsed time 4.915 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.559608
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[46] Elapsed time 4.906 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.487514
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[47] Elapsed time 4.859 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.621049
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[48] Elapsed time 4.938 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.569892
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[49] Elapsed time 4.910 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.479990
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[50] Elapsed time 4.988 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.531573
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[51] Elapsed time 4.904 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.521128
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[52] Elapsed time 5.022 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.547591
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[53] Elapsed time 4.866 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.536607
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[54] Elapsed time 5.017 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.509984
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[55] Elapsed time 4.886 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.485417
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[56] Elapsed time 4.968 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.558277
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[57] Elapsed time 4.917 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.495366
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[58] Elapsed time 4.900 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.611682
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[59] Elapsed time 4.817 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.526838
INFO:root:Loading parameters from best epoch (49)
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[60] Elapsed time 4.803 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.585998
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[61] Elapsed time 4.829 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.465723
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[62] Elapsed time 4.910 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.455770
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[63] Elapsed time 4.837 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.481795
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[64] Elapsed time 5.082 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.538188
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[65] Elapsed time 4.987 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.512800
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[66] Elapsed time 4.942 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.456035
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[67] Elapsed time 4.933 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.414401
INFO:root:Epoch[68] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[68] Elapsed time 4.917 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.511933
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.89it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[69] Elapsed time 4.789 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.513406
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[70] Elapsed time 5.269 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.494813
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[71] Elapsed time 5.276 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.457980
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[72] Elapsed time 4.878 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.491199
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[73] Elapsed time 4.915 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.443332
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[74] Elapsed time 4.860 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.473721
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[75] Elapsed time 4.906 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.448297
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.95it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[76] Elapsed time 4.776 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.491335
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.97it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[77] Elapsed time 4.771 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.500531
INFO:root:Loading parameters from best epoch (67)
INFO:root:Epoch[78] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[78] Elapsed time 4.894 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.432602
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[79] Elapsed time 4.936 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.438006
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[80] Elapsed time 4.932 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.434826
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[81] Elapsed time 4.992 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.483560
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[82] Elapsed time 4.778 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.422874
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[83] Elapsed time 4.806 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.448385
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 21.11it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[84] Elapsed time 4.739 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.425608
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[85] Elapsed time 4.818 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.507089
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.91it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[86] Elapsed time 4.783 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.457923
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[87] Elapsed time 4.825 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.433091
INFO:root:Loading parameters from best epoch (67)
INFO:root:Epoch[88] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[88] Elapsed time 4.835 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.459393
INFO:root:Epoch[89] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[89] Elapsed time 4.948 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.535981
INFO:root:Epoch[90] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 21.23it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[90] Elapsed time 4.712 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.439680
INFO:root:Epoch[91] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[91] Elapsed time 4.811 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.414561
INFO:root:Epoch[92] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[92] Elapsed time 4.979 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.404602
INFO:root:Epoch[93] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[93] Elapsed time 4.812 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.500237
INFO:root:Epoch[94] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 21.13it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[94] Elapsed time 4.737 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.448401
INFO:root:Epoch[95] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[95] Elapsed time 4.933 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.452417
INFO:root:Epoch[96] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[96] Elapsed time 4.994 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.367467
INFO:root:Epoch[97] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 21.08it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[97] Elapsed time 4.745 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.483467
INFO:root:Epoch[98] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 21.05it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[98] Elapsed time 4.753 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.476774
INFO:root:Epoch[99] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[99] Elapsed time 4.916 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.437152
INFO:root:Loading parameters from best epoch (96)
INFO:root:Final loss: 5.36746693611145 (occurred at epoch 96)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:45<00:00, 25.58it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.579827  0.033963  44.135744            0.029621            0.013784   

   seed  epochs  num_batches  
0    51     100          100  
Out[ ]:
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed epochs num_batches
0 3.594878 0.033903 43.883525 0.030249 0.014549 42 100 100
0 3.537712 0.033362 39.518273 0.029493 0.013274 43 100 100
0 3.671366 0.034296 42.969599 0.029475 0.013932 44 100 100
0 3.263473 0.031126 46.548207 0.026946 0.013561 45 100 100
0 3.264955 0.031875 38.918847 0.027141 0.012997 46 100 100
0 3.544887 0.033570 41.502963 0.029327 0.014049 47 100 100
0 3.825020 0.035024 47.299009 0.031646 0.015622 48 100 100
0 3.649202 0.034606 40.412845 0.031087 0.014267 49 100 100
0 3.725112 0.035031 45.973312 0.031436 0.015210 50 100 100
0 3.579827 0.033963 44.135744 0.029621 0.013784 51 100 100
In [11]:
results = pd.DataFrame()

for i in range(42, 52):
    print("Seed:", i)
    df = deepar(data="m4_daily", seed=i, epochs=200, batches=100)
    pprint(df)
    results = results.append(df)

results
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
Seed: 42
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=7.24]
INFO:root:Epoch[0] Elapsed time 5.036 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.243338
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[1] Elapsed time 5.157 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.488652
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[2] Elapsed time 4.972 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.521486
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.03it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[3] Elapsed time 4.756 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.356864
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[4] Elapsed time 4.864 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.268272
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[5] Elapsed time 4.842 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.238047
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[6] Elapsed time 4.872 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.200061
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[7] Elapsed time 4.835 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.100082
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[8] Elapsed time 5.015 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.063262
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[9] Elapsed time 4.870 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.057899
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[10] Elapsed time 4.900 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.124530
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[11] Elapsed time 4.778 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.968354
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[12] Elapsed time 5.032 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.943222
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[13] Elapsed time 4.845 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.909260
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[14] Elapsed time 4.894 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.888458
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[15] Elapsed time 4.817 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.887876
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[16] Elapsed time 4.889 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.820549
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[17] Elapsed time 4.847 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.751313
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[18] Elapsed time 4.874 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.902867
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[19] Elapsed time 4.847 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.794320
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[20] Elapsed time 4.920 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.788883
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[21] Elapsed time 4.849 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.685011
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[22] Elapsed time 4.873 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.792256
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[23] Elapsed time 4.958 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.752012
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[24] Elapsed time 4.884 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.673268
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[25] Elapsed time 4.922 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.668334
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[26] Elapsed time 4.806 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.734435
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[27] Elapsed time 4.898 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.656297
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.03it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[28] Elapsed time 4.757 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.607576
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[29] Elapsed time 4.921 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.654506
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[30] Elapsed time 4.872 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.574373
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[31] Elapsed time 4.882 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.653645
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[32] Elapsed time 4.842 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.665162
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.10it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[33] Elapsed time 5.528 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.600801
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[34] Elapsed time 4.853 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.530244
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[35] Elapsed time 4.955 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.615537
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[36] Elapsed time 4.812 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.528775
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[37] Elapsed time 4.876 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.526679
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[38] Elapsed time 4.813 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.518658
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[39] Elapsed time 4.922 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.579981
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.96it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[40] Elapsed time 4.774 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.523144
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[41] Elapsed time 4.879 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.571881
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[42] Elapsed time 4.864 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.505933
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[43] Elapsed time 4.856 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.556289
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[44] Elapsed time 4.815 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.476674
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[45] Elapsed time 4.932 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.538131
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[46] Elapsed time 4.832 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.436843
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[47] Elapsed time 5.105 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.532594
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[48] Elapsed time 4.946 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.515098
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[49] Elapsed time 4.876 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.481927
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[50] Elapsed time 5.003 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.448684
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[51] Elapsed time 4.899 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.498866
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[52] Elapsed time 4.987 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.522947
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[53] Elapsed time 4.843 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.426903
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[54] Elapsed time 4.862 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.468100
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[55] Elapsed time 4.843 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.461204
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[56] Elapsed time 4.914 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.523758
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[57] Elapsed time 4.821 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.450118
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[58] Elapsed time 5.020 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.481582
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[59] Elapsed time 4.888 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.455400
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[60] Elapsed time 4.910 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.572699
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[61] Elapsed time 4.880 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.406546
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[62] Elapsed time 4.890 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.447336
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[63] Elapsed time 4.821 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.466802
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[64] Elapsed time 4.921 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.510079
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[65] Elapsed time 4.820 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.418474
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[66] Elapsed time 4.977 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.441312
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[67] Elapsed time 4.889 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.420409
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[68] Elapsed time 4.887 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.492070
INFO:root:Epoch[69] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[69] Elapsed time 4.980 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.402494
INFO:root:Epoch[70] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.13it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[70] Elapsed time 5.517 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.467437
INFO:root:Epoch[71] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[71] Elapsed time 4.903 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.417822
INFO:root:Epoch[72] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[72] Elapsed time 4.834 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.496975
INFO:root:Epoch[73] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[73] Elapsed time 4.862 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.379289
INFO:root:Epoch[74] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[74] Elapsed time 4.902 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.391995
INFO:root:Epoch[75] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[75] Elapsed time 4.844 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.438334
INFO:root:Epoch[76] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[76] Elapsed time 4.926 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.462339
INFO:root:Epoch[77] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.12it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[77] Elapsed time 4.737 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.400132
INFO:root:Epoch[78] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[78] Elapsed time 4.938 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.431087
INFO:root:Epoch[79] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[79] Elapsed time 4.822 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.427316
INFO:root:Epoch[80] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[80] Elapsed time 4.933 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.497567
INFO:root:Epoch[81] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[81] Elapsed time 4.831 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.426621
INFO:root:Epoch[82] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[82] Elapsed time 4.905 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.401874
INFO:root:Epoch[83] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[83] Elapsed time 4.930 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.393218
INFO:root:Loading parameters from best epoch (73)
INFO:root:Epoch[84] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[84] Elapsed time 4.834 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.480620
INFO:root:Epoch[85] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[85] Elapsed time 4.802 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.417491
INFO:root:Epoch[86] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[86] Elapsed time 4.845 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.382953
INFO:root:Epoch[87] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[87] Elapsed time 4.985 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.352024
INFO:root:Epoch[88] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[88] Elapsed time 4.841 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.415097
INFO:root:Epoch[89] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[89] Elapsed time 4.935 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.438030
INFO:root:Epoch[90] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[90] Elapsed time 4.876 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.380319
INFO:root:Epoch[91] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[91] Elapsed time 4.837 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.397144
INFO:root:Epoch[92] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.85it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[92] Elapsed time 4.798 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.453343
INFO:root:Epoch[93] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[93] Elapsed time 4.938 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.451329
INFO:root:Epoch[94] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[94] Elapsed time 4.815 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.389312
INFO:root:Epoch[95] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[95] Elapsed time 4.930 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.406946
INFO:root:Epoch[96] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[96] Elapsed time 4.888 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.406668
INFO:root:Epoch[97] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[97] Elapsed time 4.805 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.457530
INFO:root:Loading parameters from best epoch (87)
INFO:root:Epoch[98] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 21.20it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[98] Elapsed time 4.719 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.391259
INFO:root:Epoch[99] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[99] Elapsed time 4.839 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.388940
INFO:root:Epoch[100] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[100] Elapsed time 4.827 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.440563
INFO:root:Epoch[101] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[101] Elapsed time 4.860 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.419474
INFO:root:Epoch[102] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[102] Elapsed time 4.826 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.355652
INFO:root:Epoch[103] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[103] Elapsed time 4.872 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.373744
INFO:root:Epoch[104] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[104] Elapsed time 4.840 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.410214
INFO:root:Epoch[105] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[105] Elapsed time 4.848 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.433252
INFO:root:Epoch[106] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.89it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[106] Elapsed time 4.791 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.357959
INFO:root:Epoch[107] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.20it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[107] Elapsed time 5.498 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.380041
INFO:root:Loading parameters from best epoch (87)
INFO:root:Epoch[108] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[108] Elapsed time 4.895 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.390194
INFO:root:Epoch[109] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[109] Elapsed time 4.940 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.415542
INFO:root:Epoch[110] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[110] Elapsed time 4.910 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.422009
INFO:root:Epoch[111] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[111] Elapsed time 4.972 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.367659
INFO:root:Epoch[112] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[112] Elapsed time 4.834 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.365958
INFO:root:Epoch[113] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[113] Elapsed time 4.891 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.440766
INFO:root:Epoch[114] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 21.09it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[114] Elapsed time 4.744 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.402352
INFO:root:Epoch[115] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[115] Elapsed time 4.859 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.408933
INFO:root:Epoch[116] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[116] Elapsed time 4.802 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.383368
INFO:root:Epoch[117] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[117] Elapsed time 4.855 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.429471
INFO:root:Loading parameters from best epoch (87)
INFO:root:Epoch[118] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[118] Elapsed time 4.850 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.386952
INFO:root:Epoch[119] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[119] Elapsed time 4.899 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.389565
INFO:root:Epoch[120] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[120] Elapsed time 4.848 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.374442
INFO:root:Epoch[121] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[121] Elapsed time 5.036 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.442714
INFO:root:Epoch[122] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[122] Elapsed time 4.856 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.417007
INFO:root:Epoch[123] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[123] Elapsed time 4.922 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.357365
INFO:root:Epoch[124] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[124] Elapsed time 4.828 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.371392
INFO:root:Epoch[125] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[125] Elapsed time 4.905 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.462819
INFO:root:Epoch[126] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[126] Elapsed time 4.834 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.393932
INFO:root:Epoch[127] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[127] Elapsed time 4.935 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.346639
INFO:root:Epoch[128] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[128] Elapsed time 4.879 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.362632
INFO:root:Epoch[129] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[129] Elapsed time 4.846 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.406517
INFO:root:Epoch[130] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[130] Elapsed time 4.894 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.408012
INFO:root:Epoch[131] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[131] Elapsed time 4.820 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.399278
INFO:root:Epoch[132] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[132] Elapsed time 4.909 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.333468
INFO:root:Epoch[133] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[133] Elapsed time 4.942 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.402502
INFO:root:Epoch[134] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[134] Elapsed time 4.902 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.436903
INFO:root:Epoch[135] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 21.24it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[135] Elapsed time 4.711 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.378570
INFO:root:Epoch[136] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[136] Elapsed time 4.886 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.354239
INFO:root:Epoch[137] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[137] Elapsed time 4.825 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.392081
INFO:root:Epoch[138] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[138] Elapsed time 4.849 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.424348
INFO:root:Epoch[139] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 21.06it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[139] Elapsed time 4.751 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.383311
INFO:root:Epoch[140] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.3]
INFO:root:Epoch[140] Elapsed time 4.814 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.295769
INFO:root:Epoch[141] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[141] Elapsed time 4.847 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.442604
INFO:root:Epoch[142] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[142] Elapsed time 4.960 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.418917
INFO:root:Epoch[143] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[143] Elapsed time 4.946 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.335375
INFO:root:Epoch[144] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.31it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[144] Elapsed time 5.462 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.365881
INFO:root:Epoch[145] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[145] Elapsed time 5.061 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.402914
INFO:root:Epoch[146] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[146] Elapsed time 4.914 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.425604
INFO:root:Epoch[147] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[147] Elapsed time 4.778 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.379900
INFO:root:Epoch[148] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[148] Elapsed time 4.876 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.334987
INFO:root:Epoch[149] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[149] Elapsed time 4.835 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.393050
INFO:root:Epoch[150] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[150] Elapsed time 4.849 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.436523
INFO:root:Loading parameters from best epoch (140)
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[151] Elapsed time 4.840 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.395393
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[152] Elapsed time 4.853 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.354641
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[153] Elapsed time 4.832 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.395014
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[154] Elapsed time 4.960 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.444518
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[155] Elapsed time 4.793 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.380704
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[156] Elapsed time 4.950 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.360046
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[157] Elapsed time 4.894 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.375778
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[158] Elapsed time 4.906 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.421722
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[159] Elapsed time 4.817 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.383660
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[160] Elapsed time 4.944 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.375496
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[161] Elapsed time 4.819 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.350333
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[162] Elapsed time 4.915 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.437597
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[163] Elapsed time 4.939 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.373888
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[164] Elapsed time 4.842 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.366856
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[165] Elapsed time 4.898 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.361923
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[166] Elapsed time 4.991 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.451798
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[167] Elapsed time 4.904 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.365882
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[168] Elapsed time 5.069 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.349826
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[169] Elapsed time 4.899 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.385024
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[170] Elapsed time 4.991 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.416059
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.91it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[171] Elapsed time 4.785 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.414221
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[172] Elapsed time 4.943 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.357882
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[173] Elapsed time 4.892 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.357701
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[174] Elapsed time 4.893 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.483516
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.95it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[175] Elapsed time 4.777 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.400070
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[176] Elapsed time 4.923 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.337508
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.31]
INFO:root:Epoch[177] Elapsed time 4.846 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.313482
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[178] Elapsed time 4.870 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.393524
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[179] Elapsed time 4.907 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.373212
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.21it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[180] Elapsed time 5.496 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.363469
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.31]
INFO:root:Epoch[181] Elapsed time 4.956 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.312634
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[182] Elapsed time 4.886 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.379942
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[183] Elapsed time 4.872 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.430936
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.81it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[184] Elapsed time 4.808 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.352929
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[185] Elapsed time 4.894 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.343611
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[186] Elapsed time 4.825 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.341908
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[187] Elapsed time 4.920 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.442311
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[188] Elapsed time 4.803 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.379596
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[189] Elapsed time 4.865 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.374304
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[190] Elapsed time 4.854 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.382000
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[191] Elapsed time 4.934 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.414269
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[192] Elapsed time 4.803 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.397681
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[193] Elapsed time 4.911 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.341543
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[194] Elapsed time 4.894 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.400258
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[195] Elapsed time 5.010 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.390056
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[196] Elapsed time 4.827 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.394087
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[197] Elapsed time 4.837 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.360064
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[198] Elapsed time 4.794 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.347196
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[199] Elapsed time 4.935 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.414264
INFO:root:Loading parameters from best epoch (140)
INFO:root:Final loss: 5.295768666267395 (occurred at epoch 140)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.32it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.249105  0.031443  38.426335            0.027069            0.013043   

   seed  epochs  num_batches  
0    42     200          100  
Seed: 43
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073
100%|██████████| 100/100 [00:04<00:00, 22.41it/s, avg_epoch_loss=8]
INFO:root:Epoch[0] Elapsed time 4.465 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.003216
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[1] Elapsed time 4.942 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.541196
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[2] Elapsed time 4.961 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.470537
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[3] Elapsed time 4.862 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.325708
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[4] Elapsed time 5.071 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.302620
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[5] Elapsed time 4.890 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.217166
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[6] Elapsed time 4.917 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.236060
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[7] Elapsed time 4.864 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.135821
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[8] Elapsed time 4.939 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.149783
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[9] Elapsed time 4.981 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.024890
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[10] Elapsed time 4.996 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.047309
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=6]
INFO:root:Epoch[11] Elapsed time 4.959 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.998925
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[12] Elapsed time 4.945 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.916985
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[13] Elapsed time 4.881 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.957297
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[14] Elapsed time 4.811 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.950412
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[15] Elapsed time 4.973 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.895589
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[16] Elapsed time 4.879 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.892053
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[17] Elapsed time 4.894 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.824944
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[18] Elapsed time 4.859 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.873839
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[19] Elapsed time 5.080 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.795606
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[20] Elapsed time 5.140 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.765174
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[21] Elapsed time 4.879 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.719788
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[22] Elapsed time 4.890 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.738101
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[23] Elapsed time 4.938 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.757652
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.96it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[24] Elapsed time 4.772 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.727443
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[25] Elapsed time 4.856 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.645827
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[26] Elapsed time 4.876 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.705961
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[27] Elapsed time 5.066 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.751981
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[28] Elapsed time 4.898 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.733694
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[29] Elapsed time 4.999 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.693714
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[30] Elapsed time 4.967 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.610933
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[31] Elapsed time 4.945 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.655883
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[32] Elapsed time 4.829 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.532962
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[33] Elapsed time 4.999 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.611135
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[34] Elapsed time 4.922 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.548768
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[35] Elapsed time 4.840 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.686446
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[36] Elapsed time 4.840 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.581079
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[37] Elapsed time 4.919 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.577822
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[38] Elapsed time 4.909 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.518041
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[39] Elapsed time 4.881 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.570409
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[40] Elapsed time 4.877 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.600550
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[41] Elapsed time 4.862 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.515223
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[42] Elapsed time 4.903 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.525038
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[43] Elapsed time 4.818 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.574939
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[44] Elapsed time 4.943 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.571982
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[45] Elapsed time 4.878 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.489797
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[46] Elapsed time 4.945 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.482662
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[47] Elapsed time 4.988 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.575517
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[48] Elapsed time 4.962 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.589323
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[49] Elapsed time 4.830 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.474893
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[50] Elapsed time 5.092 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.505630
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[51] Elapsed time 4.889 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.460915
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[52] Elapsed time 4.988 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.593276
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.18it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[53] Elapsed time 4.722 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.472114
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[54] Elapsed time 4.882 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.450550
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[55] Elapsed time 4.893 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.505981
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.82it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[56] Elapsed time 5.614 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.528544
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[57] Elapsed time 4.889 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.489052
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[58] Elapsed time 4.891 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.477711
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[59] Elapsed time 4.847 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.491395
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[60] Elapsed time 4.890 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.495652
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 21.02it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[61] Elapsed time 4.760 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.440807
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[62] Elapsed time 4.980 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.460128
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[63] Elapsed time 4.884 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.468207
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[64] Elapsed time 4.992 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.512115
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[65] Elapsed time 4.824 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.460085
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[66] Elapsed time 4.920 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.477308
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[67] Elapsed time 4.932 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.406551
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[68] Elapsed time 4.998 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.473582
INFO:root:Epoch[69] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[69] Elapsed time 4.925 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.470210
INFO:root:Epoch[70] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[70] Elapsed time 4.937 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.452529
INFO:root:Epoch[71] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[71] Elapsed time 4.957 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.389390
INFO:root:Epoch[72] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[72] Elapsed time 4.981 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.405623
INFO:root:Epoch[73] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[73] Elapsed time 4.951 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.451775
INFO:root:Epoch[74] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[74] Elapsed time 4.844 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.418822
INFO:root:Epoch[75] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[75] Elapsed time 4.936 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.468581
INFO:root:Epoch[76] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[76] Elapsed time 4.815 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.437504
INFO:root:Epoch[77] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[77] Elapsed time 4.894 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.503578
INFO:root:Epoch[78] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[78] Elapsed time 4.818 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.465509
INFO:root:Epoch[79] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[79] Elapsed time 4.953 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.422638
INFO:root:Epoch[80] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[80] Elapsed time 4.890 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.423913
INFO:root:Epoch[81] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[81] Elapsed time 5.035 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.491438
INFO:root:Loading parameters from best epoch (71)
INFO:root:Epoch[82] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[82] Elapsed time 4.956 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.420582
INFO:root:Epoch[83] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[83] Elapsed time 4.963 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.392014
INFO:root:Epoch[84] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[84] Elapsed time 4.866 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.387304
INFO:root:Epoch[85] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[85] Elapsed time 4.922 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.487256
INFO:root:Epoch[86] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.88it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[86] Elapsed time 4.792 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.453088
INFO:root:Epoch[87] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[87] Elapsed time 4.882 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.373329
INFO:root:Epoch[88] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[88] Elapsed time 4.802 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.383530
INFO:root:Epoch[89] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[89] Elapsed time 4.869 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.475369
INFO:root:Epoch[90] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[90] Elapsed time 4.848 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.401367
INFO:root:Epoch[91] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[91] Elapsed time 4.866 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.386082
INFO:root:Epoch[92] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[92] Elapsed time 5.063 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.385069
INFO:root:Epoch[93] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[93] Elapsed time 5.331 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.496169
INFO:root:Epoch[94] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[94] Elapsed time 4.839 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.394559
INFO:root:Epoch[95] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[95] Elapsed time 4.921 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.436650
INFO:root:Epoch[96] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[96] Elapsed time 4.795 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.399870
INFO:root:Epoch[97] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[97] Elapsed time 4.924 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.447881
INFO:root:Loading parameters from best epoch (87)
INFO:root:Epoch[98] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[98] Elapsed time 4.854 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.418549
INFO:root:Epoch[99] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[99] Elapsed time 4.898 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.364567
INFO:root:Epoch[100] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[100] Elapsed time 4.840 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.355463
INFO:root:Epoch[101] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[101] Elapsed time 4.913 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.465518
INFO:root:Epoch[102] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[102] Elapsed time 4.922 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.442912
INFO:root:Epoch[103] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[103] Elapsed time 4.983 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.402372
INFO:root:Epoch[104] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[104] Elapsed time 5.014 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.406810
INFO:root:Epoch[105] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[105] Elapsed time 4.900 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.355675
INFO:root:Epoch[106] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[106] Elapsed time 4.978 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.432705
INFO:root:Epoch[107] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[107] Elapsed time 4.920 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.377775
INFO:root:Epoch[108] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[108] Elapsed time 4.842 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.405487
INFO:root:Epoch[109] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[109] Elapsed time 4.849 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.383858
INFO:root:Epoch[110] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[110] Elapsed time 4.896 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.459546
INFO:root:Loading parameters from best epoch (100)
INFO:root:Epoch[111] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[111] Elapsed time 4.803 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.396563
INFO:root:Epoch[112] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[112] Elapsed time 4.947 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.380347
INFO:root:Epoch[113] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[113] Elapsed time 4.853 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.391438
INFO:root:Epoch[114] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[114] Elapsed time 4.940 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.433558
INFO:root:Epoch[115] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.92it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[115] Elapsed time 4.784 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.365625
INFO:root:Epoch[116] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[116] Elapsed time 4.906 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.432328
INFO:root:Epoch[117] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[117] Elapsed time 4.890 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.389788
INFO:root:Epoch[118] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[118] Elapsed time 4.874 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.451109
INFO:root:Epoch[119] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[119] Elapsed time 4.834 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.420479
INFO:root:Epoch[120] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[120] Elapsed time 4.958 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.356498
INFO:root:Loading parameters from best epoch (100)
INFO:root:Epoch[121] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.93it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[121] Elapsed time 4.781 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.402756
INFO:root:Epoch[122] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[122] Elapsed time 4.904 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.453844
INFO:root:Epoch[123] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.98it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[123] Elapsed time 4.769 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.418719
INFO:root:Epoch[124] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[124] Elapsed time 4.871 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.356524
INFO:root:Epoch[125] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[125] Elapsed time 4.839 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.404158
INFO:root:Epoch[126] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[126] Elapsed time 4.919 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.418488
INFO:root:Epoch[127] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[127] Elapsed time 4.851 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.403317
INFO:root:Epoch[128] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[128] Elapsed time 4.997 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.382375
INFO:root:Epoch[129] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.04it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[129] Elapsed time 5.546 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.380940
INFO:root:Epoch[130] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[130] Elapsed time 4.973 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.432454
INFO:root:Loading parameters from best epoch (100)
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[131] Elapsed time 4.900 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.389599
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[132] Elapsed time 4.888 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.336892
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[133] Elapsed time 4.984 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.353872
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[134] Elapsed time 4.862 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.461422
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.93it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[135] Elapsed time 4.779 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.374950
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[136] Elapsed time 4.934 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.365877
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[137] Elapsed time 4.831 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.333022
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[138] Elapsed time 4.964 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.451254
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[139] Elapsed time 4.837 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.425664
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[140] Elapsed time 4.950 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.355310
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.32]
INFO:root:Epoch[141] Elapsed time 4.955 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.317762
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[142] Elapsed time 4.922 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.477845
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[143] Elapsed time 4.908 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.413037
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[144] Elapsed time 4.937 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.377480
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[145] Elapsed time 4.991 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.333934
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[146] Elapsed time 4.864 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.420212
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[147] Elapsed time 4.933 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.411488
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.98it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[148] Elapsed time 4.771 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.378313
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[149] Elapsed time 4.904 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.362396
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[150] Elapsed time 4.919 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.377158
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[151] Elapsed time 4.903 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.452607
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[152] Elapsed time 4.867 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.368001
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[153] Elapsed time 4.917 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.377608
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[154] Elapsed time 4.866 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.377001
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[155] Elapsed time 5.026 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.455329
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[156] Elapsed time 4.836 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.394623
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[157] Elapsed time 4.880 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.329192
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[158] Elapsed time 4.931 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.357892
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[159] Elapsed time 4.854 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.420506
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.92it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[160] Elapsed time 4.781 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.369829
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[161] Elapsed time 4.852 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.406617
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[162] Elapsed time 4.854 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.353134
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[163] Elapsed time 5.002 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.440060
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[164] Elapsed time 4.828 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.373178
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[165] Elapsed time 4.950 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.368229
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[166] Elapsed time 5.339 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.363743
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[167] Elapsed time 4.921 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.430655
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[168] Elapsed time 4.819 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.395039
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[169] Elapsed time 4.982 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.379417
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[170] Elapsed time 4.917 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.401440
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[171] Elapsed time 4.890 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.432516
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.88it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[172] Elapsed time 4.792 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.376062
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[173] Elapsed time 4.954 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.364493
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[174] Elapsed time 4.868 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.390721
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[175] Elapsed time 5.038 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.433297
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[176] Elapsed time 4.901 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.374246
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[177] Elapsed time 5.018 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.369823
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[178] Elapsed time 4.803 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.356918
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[179] Elapsed time 4.953 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.406233
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[180] Elapsed time 4.865 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.390071
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[181] Elapsed time 4.896 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.378246
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[182] Elapsed time 4.859 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.361786
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[183] Elapsed time 4.903 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.424844
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 21.04it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[184] Elapsed time 4.755 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.374624
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[185] Elapsed time 4.879 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.394051
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[186] Elapsed time 4.853 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.371637
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[187] Elapsed time 4.975 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.409705
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[188] Elapsed time 4.891 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.396979
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[189] Elapsed time 5.054 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.368030
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.29]
INFO:root:Epoch[190] Elapsed time 4.979 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.289025
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[191] Elapsed time 4.834 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.413985
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[192] Elapsed time 4.804 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.425813
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[193] Elapsed time 4.884 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.386032
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[194] Elapsed time 4.886 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.346043
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[195] Elapsed time 4.932 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.441360
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[196] Elapsed time 4.855 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.381018
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[197] Elapsed time 5.057 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.379994
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[198] Elapsed time 4.862 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.357808
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[199] Elapsed time 4.875 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.378441
INFO:root:Loading parameters from best epoch (190)
INFO:root:Final loss: 5.289025144577026 (occurred at epoch 190)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:47<00:00, 25.27it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.996149  0.036931  48.183685            0.034064            0.015833   

   seed  epochs  num_batches  
0    43     200          100  
Seed: 44
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073
100%|██████████| 100/100 [00:04<00:00, 22.03it/s, avg_epoch_loss=7.25]
INFO:root:Epoch[0] Elapsed time 4.542 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.249468
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[1] Elapsed time 4.904 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.444575
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[2] Elapsed time 4.896 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.437889
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[3] Elapsed time 4.813 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.336977
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[4] Elapsed time 4.953 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.229327
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.12it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[5] Elapsed time 5.521 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.176594
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[6] Elapsed time 4.927 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.138442
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[7] Elapsed time 4.821 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.138271
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[8] Elapsed time 4.901 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=5.990149
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[9] Elapsed time 4.835 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=5.951421
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[10] Elapsed time 4.971 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.031342
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[11] Elapsed time 4.807 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.903943
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[12] Elapsed time 4.920 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.912779
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[13] Elapsed time 4.900 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.827559
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[14] Elapsed time 4.904 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.899117
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[15] Elapsed time 4.818 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.812364
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[16] Elapsed time 4.952 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.762159
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[17] Elapsed time 4.938 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.771441
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[18] Elapsed time 4.906 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.794437
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[19] Elapsed time 4.927 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.719124
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[20] Elapsed time 5.073 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.764422
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[21] Elapsed time 4.944 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.658849
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[22] Elapsed time 4.818 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.763467
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[23] Elapsed time 4.863 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.679999
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[24] Elapsed time 4.819 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.681496
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[25] Elapsed time 4.868 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.616468
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[26] Elapsed time 4.874 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.681698
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[27] Elapsed time 4.884 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.662841
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[28] Elapsed time 4.858 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.590251
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[29] Elapsed time 5.041 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.600907
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[30] Elapsed time 4.885 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.643218
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[31] Elapsed time 4.900 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.650195
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[32] Elapsed time 4.809 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.583498
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[33] Elapsed time 4.910 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.518794
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[34] Elapsed time 4.901 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.557170
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[35] Elapsed time 4.875 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.601319
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[36] Elapsed time 4.894 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.553002
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[37] Elapsed time 4.820 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.586377
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[38] Elapsed time 4.856 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.562476
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[39] Elapsed time 4.911 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.551877
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[40] Elapsed time 4.844 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.509103
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[41] Elapsed time 4.948 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.499230
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.15it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[42] Elapsed time 5.510 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.458477
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[43] Elapsed time 4.995 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.554832
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[44] Elapsed time 4.806 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.449794
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[45] Elapsed time 4.996 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.529863
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[46] Elapsed time 4.886 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.459944
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[47] Elapsed time 4.872 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.557855
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[48] Elapsed time 4.961 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.485350
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[49] Elapsed time 4.819 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.466810
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[50] Elapsed time 4.907 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.424669
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[51] Elapsed time 4.901 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.535327
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[52] Elapsed time 4.913 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.498502
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[53] Elapsed time 4.875 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.453830
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[54] Elapsed time 4.965 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.444303
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[55] Elapsed time 4.854 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.498339
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[56] Elapsed time 4.846 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.499418
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[57] Elapsed time 4.850 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.486288
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[58] Elapsed time 4.932 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.402522
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[59] Elapsed time 4.881 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.547016
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[60] Elapsed time 4.901 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.517008
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[61] Elapsed time 4.876 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.474537
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[62] Elapsed time 4.983 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.442531
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[63] Elapsed time 4.866 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.447111
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[64] Elapsed time 5.016 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.476624
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[65] Elapsed time 4.948 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.425458
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[66] Elapsed time 4.942 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.448155
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[67] Elapsed time 4.967 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.407574
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[68] Elapsed time 4.858 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.486410
INFO:root:Loading parameters from best epoch (58)
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[69] Elapsed time 4.863 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.404312
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[70] Elapsed time 4.906 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.399122
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[71] Elapsed time 4.913 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.407345
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[72] Elapsed time 4.911 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.466378
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.91it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[73] Elapsed time 4.783 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.425574
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[74] Elapsed time 4.935 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.400887
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[75] Elapsed time 4.872 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.368141
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[76] Elapsed time 4.926 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.443003
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[77] Elapsed time 4.909 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.435531
INFO:root:Epoch[78] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.40it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[78] Elapsed time 5.435 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.426000
INFO:root:Epoch[79] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[79] Elapsed time 4.930 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.397383
INFO:root:Epoch[80] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[80] Elapsed time 4.842 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.411231
INFO:root:Epoch[81] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[81] Elapsed time 4.942 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.448398
INFO:root:Epoch[82] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[82] Elapsed time 4.887 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.415187
INFO:root:Epoch[83] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[83] Elapsed time 5.010 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.389382
INFO:root:Epoch[84] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[84] Elapsed time 4.879 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.381796
INFO:root:Epoch[85] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[85] Elapsed time 4.912 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.459388
INFO:root:Loading parameters from best epoch (75)
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[86] Elapsed time 4.919 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.449556
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[87] Elapsed time 4.886 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.400294
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[88] Elapsed time 4.828 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.366622
INFO:root:Epoch[89] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[89] Elapsed time 4.996 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.482318
INFO:root:Epoch[90] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[90] Elapsed time 4.806 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.434616
INFO:root:Epoch[91] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[91] Elapsed time 4.993 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.386935
INFO:root:Epoch[92] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[92] Elapsed time 4.876 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.366550
INFO:root:Epoch[93] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[93] Elapsed time 4.932 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.459084
INFO:root:Epoch[94] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[94] Elapsed time 4.890 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.417606
INFO:root:Epoch[95] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[95] Elapsed time 4.855 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.389589
INFO:root:Epoch[96] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[96] Elapsed time 4.959 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.382644
INFO:root:Epoch[97] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[97] Elapsed time 4.930 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.426002
INFO:root:Epoch[98] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[98] Elapsed time 4.825 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.380623
INFO:root:Epoch[99] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[99] Elapsed time 4.902 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.430628
INFO:root:Epoch[100] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[100] Elapsed time 4.810 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.417498
INFO:root:Epoch[101] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[101] Elapsed time 4.931 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.451880
INFO:root:Epoch[102] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[102] Elapsed time 4.939 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.396334
INFO:root:Loading parameters from best epoch (92)
INFO:root:Epoch[103] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[103] Elapsed time 4.936 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.358040
INFO:root:Epoch[104] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[104] Elapsed time 4.923 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.374805
INFO:root:Epoch[105] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[105] Elapsed time 4.853 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.453295
INFO:root:Epoch[106] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[106] Elapsed time 4.803 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.406088
INFO:root:Epoch[107] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[107] Elapsed time 4.880 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.374099
INFO:root:Epoch[108] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[108] Elapsed time 4.919 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.356043
INFO:root:Epoch[109] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[109] Elapsed time 4.845 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.466123
INFO:root:Epoch[110] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[110] Elapsed time 4.948 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.404870
INFO:root:Epoch[111] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[111] Elapsed time 4.804 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.377756
INFO:root:Epoch[112] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[112] Elapsed time 5.067 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.332950
INFO:root:Epoch[113] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[113] Elapsed time 4.959 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.427262
INFO:root:Epoch[114] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[114] Elapsed time 5.003 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.409784
INFO:root:Epoch[115] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 17.71it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[115] Elapsed time 5.649 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.391003
INFO:root:Epoch[116] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[116] Elapsed time 4.951 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.395532
INFO:root:Epoch[117] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[117] Elapsed time 4.944 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.398848
INFO:root:Epoch[118] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[118] Elapsed time 4.985 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.443572
INFO:root:Epoch[119] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[119] Elapsed time 4.873 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.387920
INFO:root:Epoch[120] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[120] Elapsed time 4.908 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.386251
INFO:root:Epoch[121] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[121] Elapsed time 4.889 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.357146
INFO:root:Epoch[122] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[122] Elapsed time 4.902 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.444308
INFO:root:Loading parameters from best epoch (112)
INFO:root:Epoch[123] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[123] Elapsed time 4.830 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.391750
INFO:root:Epoch[124] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[124] Elapsed time 4.902 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.398340
INFO:root:Epoch[125] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[125] Elapsed time 4.920 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.387218
INFO:root:Epoch[126] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[126] Elapsed time 4.890 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.473819
INFO:root:Epoch[127] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[127] Elapsed time 4.896 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.437230
INFO:root:Epoch[128] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[128] Elapsed time 4.879 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.386871
INFO:root:Epoch[129] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[129] Elapsed time 4.984 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.335476
INFO:root:Epoch[130] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[130] Elapsed time 4.840 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.412604
INFO:root:Epoch[131] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[131] Elapsed time 4.939 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.402711
INFO:root:Epoch[132] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[132] Elapsed time 4.877 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.369017
INFO:root:Loading parameters from best epoch (112)
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.32]
INFO:root:Epoch[133] Elapsed time 4.948 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.323765
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[134] Elapsed time 4.910 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.411747
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[135] Elapsed time 4.913 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.436823
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[136] Elapsed time 4.819 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.412820
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[137] Elapsed time 4.930 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.380182
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[138] Elapsed time 4.832 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.417354
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[139] Elapsed time 4.987 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.464834
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[140] Elapsed time 4.845 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.364128
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[141] Elapsed time 5.080 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.371536
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[142] Elapsed time 4.858 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.379734
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[143] Elapsed time 4.995 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.432973
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[144] Elapsed time 4.895 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.368517
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[145] Elapsed time 4.918 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.393662
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[146] Elapsed time 4.906 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.363759
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[147] Elapsed time 4.895 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.437391
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[148] Elapsed time 4.820 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.393459
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[149] Elapsed time 4.930 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.389410
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[150] Elapsed time 4.924 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.363871
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.24it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[151] Elapsed time 5.484 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.414042
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.90it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[152] Elapsed time 4.786 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.405990
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[153] Elapsed time 4.876 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.362619
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[154] Elapsed time 4.858 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.329038
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[155] Elapsed time 4.895 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.411515
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[156] Elapsed time 4.795 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.433525
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[157] Elapsed time 4.910 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.382100
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[158] Elapsed time 4.921 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.348534
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[159] Elapsed time 4.850 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.463622
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[160] Elapsed time 4.865 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.438482
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[161] Elapsed time 4.875 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.367686
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[162] Elapsed time 5.018 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.330512
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[163] Elapsed time 5.000 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.379393
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[164] Elapsed time 5.102 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.434239
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[165] Elapsed time 4.846 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.372764
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[166] Elapsed time 4.966 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.339014
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[167] Elapsed time 4.823 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.392364
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[168] Elapsed time 4.852 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.429719
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[169] Elapsed time 4.804 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.409871
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[170] Elapsed time 4.927 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.408124
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[171] Elapsed time 4.827 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.402423
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[172] Elapsed time 4.996 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.424151
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[173] Elapsed time 4.844 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.399719
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[174] Elapsed time 4.926 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.381112
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[175] Elapsed time 4.824 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.386675
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[176] Elapsed time 4.931 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.429213
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[177] Elapsed time 4.844 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.362956
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[178] Elapsed time 4.861 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.375248
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[179] Elapsed time 4.874 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.402925
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[180] Elapsed time 4.970 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.414070
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[181] Elapsed time 4.835 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.370941
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[182] Elapsed time 4.924 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.409224
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[183] Elapsed time 4.915 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.365164
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[184] Elapsed time 4.854 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.415500
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[185] Elapsed time 4.841 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.373357
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[186] Elapsed time 4.885 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.387965
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[187] Elapsed time 4.829 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.406838
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.03it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[188] Elapsed time 5.548 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.417336
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[189] Elapsed time 4.841 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.385892
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[190] Elapsed time 4.963 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.386755
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[191] Elapsed time 4.915 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.401438
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[192] Elapsed time 4.905 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.416475
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[193] Elapsed time 4.814 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.371482
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[194] Elapsed time 5.014 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.384599
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[195] Elapsed time 4.949 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.343801
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[196] Elapsed time 4.932 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.414411
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[197] Elapsed time 4.958 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.374173
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[198] Elapsed time 4.924 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.375837
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[199] Elapsed time 4.968 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.330767
INFO:root:Loading parameters from best epoch (133)
INFO:root:Final loss: 5.323764767646789 (occurred at epoch 133)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.36it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.542536  0.032911  44.077748            0.029496            0.014361   

   seed  epochs  num_batches  
0    44     200          100  
Seed: 45
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073
100%|██████████| 100/100 [00:04<00:00, 21.35it/s, avg_epoch_loss=7.28]
INFO:root:Epoch[0] Elapsed time 4.686 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.276431
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[1] Elapsed time 4.925 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.465541
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[2] Elapsed time 4.910 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.455441
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[3] Elapsed time 4.871 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.368487
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[4] Elapsed time 4.910 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.300206
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[5] Elapsed time 4.889 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.226234
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[6] Elapsed time 4.889 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.328497
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[7] Elapsed time 4.883 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.114633
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[8] Elapsed time 4.949 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.155781
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[9] Elapsed time 4.901 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.080563
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[10] Elapsed time 4.925 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.126713
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[11] Elapsed time 4.802 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.990958
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[12] Elapsed time 4.873 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.964160
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[13] Elapsed time 4.944 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.920176
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[14] Elapsed time 4.966 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.993812
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[15] Elapsed time 4.922 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.090631
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[16] Elapsed time 4.915 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.959383
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[17] Elapsed time 4.895 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.865631
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[18] Elapsed time 4.938 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.920319
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[19] Elapsed time 5.010 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.033742
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[20] Elapsed time 4.873 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.879809
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[21] Elapsed time 4.929 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.835346
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[22] Elapsed time 4.833 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.858338
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[23] Elapsed time 4.914 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.860571
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.90it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[24] Elapsed time 4.787 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.800287
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[25] Elapsed time 4.895 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.847364
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[26] Elapsed time 4.951 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.878353
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.43it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[27] Elapsed time 5.427 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.831786
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[28] Elapsed time 4.861 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.862491
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[29] Elapsed time 4.971 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.791204
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[30] Elapsed time 4.906 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.769843
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[31] Elapsed time 4.980 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.828908
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[32] Elapsed time 4.832 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.759106
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[33] Elapsed time 4.909 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.838245
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[34] Elapsed time 4.993 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.662680
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[35] Elapsed time 4.872 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.800959
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[36] Elapsed time 4.962 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.691154
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.85it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[37] Elapsed time 4.799 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.685233
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[38] Elapsed time 4.905 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.653889
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[39] Elapsed time 4.948 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.726127
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[40] Elapsed time 4.968 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.786563
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.85it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[41] Elapsed time 4.799 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.682389
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[42] Elapsed time 4.963 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.658141
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[43] Elapsed time 4.854 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.646001
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[44] Elapsed time 4.962 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.709454
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[45] Elapsed time 4.811 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.666038
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[46] Elapsed time 4.971 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.657957
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[47] Elapsed time 4.804 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.702735
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[48] Elapsed time 4.960 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.739992
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[49] Elapsed time 4.891 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.598430
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[50] Elapsed time 4.952 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.682453
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[51] Elapsed time 4.846 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.651745
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[52] Elapsed time 4.988 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.686975
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[53] Elapsed time 4.884 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.609043
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[54] Elapsed time 4.918 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.656085
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[55] Elapsed time 4.870 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.614795
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[56] Elapsed time 4.931 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.743425
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[57] Elapsed time 4.875 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.647321
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[58] Elapsed time 4.898 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.637710
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[59] Elapsed time 4.913 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.614938
INFO:root:Loading parameters from best epoch (49)
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[60] Elapsed time 4.949 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.640929
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[61] Elapsed time 4.809 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.551133
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[62] Elapsed time 4.881 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.572488
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[63] Elapsed time 4.987 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.564929
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.46it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[64] Elapsed time 5.419 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.660523
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[65] Elapsed time 4.837 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.593900
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[66] Elapsed time 4.950 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.550101
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[67] Elapsed time 4.968 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.549741
INFO:root:Epoch[68] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[68] Elapsed time 4.970 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.562402
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[69] Elapsed time 4.994 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.558772
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[70] Elapsed time 4.905 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.568051
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[71] Elapsed time 4.967 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.543987
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[72] Elapsed time 4.844 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.528784
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[73] Elapsed time 5.065 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.659761
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[74] Elapsed time 4.824 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.544116
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[75] Elapsed time 5.128 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.551022
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[76] Elapsed time 5.058 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.586649
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[77] Elapsed time 5.025 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.591754
INFO:root:Epoch[78] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[78] Elapsed time 4.862 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.573517
INFO:root:Epoch[79] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[79] Elapsed time 4.867 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.476222
INFO:root:Epoch[80] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[80] Elapsed time 4.981 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.524942
INFO:root:Epoch[81] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[81] Elapsed time 4.871 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.531499
INFO:root:Epoch[82] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[82] Elapsed time 4.883 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.568076
INFO:root:Epoch[83] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[83] Elapsed time 4.874 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.535543
INFO:root:Epoch[84] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[84] Elapsed time 5.076 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.559562
INFO:root:Epoch[85] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[85] Elapsed time 4.920 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.542894
INFO:root:Epoch[86] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[86] Elapsed time 4.971 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.553694
INFO:root:Epoch[87] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[87] Elapsed time 4.931 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.540315
INFO:root:Epoch[88] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[88] Elapsed time 4.930 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.500616
INFO:root:Epoch[89] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[89] Elapsed time 5.003 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.476650
INFO:root:Loading parameters from best epoch (79)
INFO:root:Epoch[90] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[90] Elapsed time 4.904 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.578382
INFO:root:Epoch[91] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[91] Elapsed time 4.799 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.496574
INFO:root:Epoch[92] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[92] Elapsed time 4.870 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.471101
INFO:root:Epoch[93] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[93] Elapsed time 4.824 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.509734
INFO:root:Epoch[94] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[94] Elapsed time 4.888 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.551287
INFO:root:Epoch[95] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[95] Elapsed time 4.837 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.504892
INFO:root:Epoch[96] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[96] Elapsed time 4.854 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.484719
INFO:root:Epoch[97] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.81it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[97] Elapsed time 4.807 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.520065
INFO:root:Epoch[98] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[98] Elapsed time 4.828 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.580511
INFO:root:Epoch[99] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[99] Elapsed time 4.901 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.479269
INFO:root:Epoch[100] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 17.60it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[100] Elapsed time 5.684 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.497567
INFO:root:Epoch[101] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[101] Elapsed time 4.849 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.482748
INFO:root:Epoch[102] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[102] Elapsed time 4.973 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.541089
INFO:root:Loading parameters from best epoch (92)
INFO:root:Epoch[103] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[103] Elapsed time 4.820 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.503929
INFO:root:Epoch[104] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[104] Elapsed time 4.875 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.457976
INFO:root:Epoch[105] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[105] Elapsed time 4.931 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.512788
INFO:root:Epoch[106] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[106] Elapsed time 4.986 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.524854
INFO:root:Epoch[107] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[107] Elapsed time 4.908 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.461458
INFO:root:Epoch[108] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[108] Elapsed time 4.880 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.449773
INFO:root:Epoch[109] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[109] Elapsed time 4.903 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.473807
INFO:root:Epoch[110] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[110] Elapsed time 4.921 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.562815
INFO:root:Epoch[111] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[111] Elapsed time 4.827 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.487306
INFO:root:Epoch[112] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[112] Elapsed time 4.911 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.441833
INFO:root:Epoch[113] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[113] Elapsed time 4.923 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.468615
INFO:root:Epoch[114] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[114] Elapsed time 4.919 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.554872
INFO:root:Epoch[115] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[115] Elapsed time 4.860 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.488594
INFO:root:Epoch[116] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[116] Elapsed time 4.885 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.519208
INFO:root:Epoch[117] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[117] Elapsed time 4.820 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.476341
INFO:root:Epoch[118] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[118] Elapsed time 4.911 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.536054
INFO:root:Epoch[119] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[119] Elapsed time 4.828 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.452497
INFO:root:Epoch[120] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[120] Elapsed time 4.959 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.470148
INFO:root:Epoch[121] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[121] Elapsed time 4.858 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.472338
INFO:root:Epoch[122] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[122] Elapsed time 5.032 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.506866
INFO:root:Loading parameters from best epoch (112)
INFO:root:Epoch[123] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[123] Elapsed time 4.813 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.453093
INFO:root:Epoch[124] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[124] Elapsed time 4.966 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.458225
INFO:root:Epoch[125] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[125] Elapsed time 4.908 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.485497
INFO:root:Epoch[126] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[126] Elapsed time 4.943 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.546296
INFO:root:Epoch[127] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[127] Elapsed time 4.915 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.478376
INFO:root:Epoch[128] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[128] Elapsed time 4.888 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.459987
INFO:root:Epoch[129] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[129] Elapsed time 4.951 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.457478
INFO:root:Epoch[130] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[130] Elapsed time 4.975 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.515500
INFO:root:Epoch[131] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[131] Elapsed time 4.916 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.569469
INFO:root:Epoch[132] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[132] Elapsed time 4.817 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.498615
INFO:root:Loading parameters from best epoch (112)
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[133] Elapsed time 5.011 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.413572
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[134] Elapsed time 4.831 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.531760
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[135] Elapsed time 4.839 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.501741
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[136] Elapsed time 4.987 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.482904
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.84it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[137] Elapsed time 5.609 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.463612
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[138] Elapsed time 4.874 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.476600
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[139] Elapsed time 4.883 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.570025
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[140] Elapsed time 4.816 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.438242
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[141] Elapsed time 5.022 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.472370
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[142] Elapsed time 4.882 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.471070
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[143] Elapsed time 4.891 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.520959
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.89it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[144] Elapsed time 4.790 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.468419
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[145] Elapsed time 5.067 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.484951
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[146] Elapsed time 4.933 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.474524
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[147] Elapsed time 4.878 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.541782
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[148] Elapsed time 4.892 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.462886
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[149] Elapsed time 4.954 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.482020
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.81it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[150] Elapsed time 4.808 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.467550
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[151] Elapsed time 4.886 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.516143
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 21.10it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[152] Elapsed time 4.742 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.427990
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[153] Elapsed time 4.908 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.476295
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[154] Elapsed time 4.842 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.459195
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[155] Elapsed time 4.942 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.544194
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[156] Elapsed time 4.850 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.494445
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[157] Elapsed time 4.870 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.461277
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[158] Elapsed time 4.872 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.458322
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[159] Elapsed time 4.900 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.512933
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[160] Elapsed time 4.863 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.518262
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[161] Elapsed time 4.947 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.451914
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[162] Elapsed time 4.879 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.452250
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[163] Elapsed time 4.896 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.499870
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[164] Elapsed time 4.830 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.484374
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[165] Elapsed time 4.887 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.442972
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[166] Elapsed time 4.914 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.459935
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[167] Elapsed time 4.938 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.505605
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[168] Elapsed time 4.823 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.457916
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[169] Elapsed time 4.879 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.457194
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[170] Elapsed time 4.910 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.444514
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[171] Elapsed time 4.911 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.513869
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[172] Elapsed time 4.905 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.478630
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.39it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[173] Elapsed time 5.440 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.485378
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[174] Elapsed time 4.878 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.443187
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[175] Elapsed time 4.984 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.494015
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 21.00it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[176] Elapsed time 4.764 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.458611
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[177] Elapsed time 4.913 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.467413
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[178] Elapsed time 4.881 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.420163
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[179] Elapsed time 4.983 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.514904
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[180] Elapsed time 4.908 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.468400
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[181] Elapsed time 4.964 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.500333
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[182] Elapsed time 4.900 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.428851
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[183] Elapsed time 4.849 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.523510
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[184] Elapsed time 4.869 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.499757
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[185] Elapsed time 4.912 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.466880
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[186] Elapsed time 4.919 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.435276
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[187] Elapsed time 4.856 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.480223
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[188] Elapsed time 4.938 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.458954
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[189] Elapsed time 4.814 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.482034
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[190] Elapsed time 4.883 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.396997
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[191] Elapsed time 4.909 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.485518
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[192] Elapsed time 5.017 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.507575
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[193] Elapsed time 4.910 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.465467
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[194] Elapsed time 4.977 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.424569
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[195] Elapsed time 4.937 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.439580
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[196] Elapsed time 4.933 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.498552
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[197] Elapsed time 4.860 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.437307
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[198] Elapsed time 4.926 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.420278
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[199] Elapsed time 4.920 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.470489
INFO:root:Loading parameters from best epoch (190)
INFO:root:Final loss: 5.396997432708741 (occurred at epoch 190)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.36it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.205922  0.030884  44.491649            0.026346            0.012919   

   seed  epochs  num_batches  
0    45     200          100  
Seed: 46
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073
100%|██████████| 100/100 [00:04<00:00, 22.15it/s, avg_epoch_loss=7.42]
INFO:root:Epoch[0] Elapsed time 4.517 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.417712
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[1] Elapsed time 4.932 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.575814
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[2] Elapsed time 5.039 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.522139
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[3] Elapsed time 4.824 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.367299
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[4] Elapsed time 4.910 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.358828
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[5] Elapsed time 4.925 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.256351
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[6] Elapsed time 5.060 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.266776
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[7] Elapsed time 4.856 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.150137
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[8] Elapsed time 4.870 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.097656
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[9] Elapsed time 4.821 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.051336
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[10] Elapsed time 4.918 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.088739
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[11] Elapsed time 4.868 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.019439
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[12] Elapsed time 5.261 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.960045
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[13] Elapsed time 5.231 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.943450
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[14] Elapsed time 4.892 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.992290
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[15] Elapsed time 4.836 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.839037
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[16] Elapsed time 4.961 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.867735
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[17] Elapsed time 4.946 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.839886
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[18] Elapsed time 5.025 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.881023
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[19] Elapsed time 4.816 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.798569
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[20] Elapsed time 4.920 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.728812
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[21] Elapsed time 4.918 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.715943
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[22] Elapsed time 4.796 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.791001
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[23] Elapsed time 4.985 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.643694
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[24] Elapsed time 4.881 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.653882
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[25] Elapsed time 5.027 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.635357
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[26] Elapsed time 4.914 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.622784
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[27] Elapsed time 4.998 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.706772
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[28] Elapsed time 4.842 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.592949
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[29] Elapsed time 4.944 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.622810
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[30] Elapsed time 4.869 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.625314
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[31] Elapsed time 4.944 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.675578
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[32] Elapsed time 4.793 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.607775
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[33] Elapsed time 4.898 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.585723
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[34] Elapsed time 4.881 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.594405
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[35] Elapsed time 4.976 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.608103
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[36] Elapsed time 4.889 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.581853
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[37] Elapsed time 5.029 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.556555
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[38] Elapsed time 4.877 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.513012
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[39] Elapsed time 4.900 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.557769
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.90it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[40] Elapsed time 4.787 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.532634
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[41] Elapsed time 5.071 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.492748
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[42] Elapsed time 4.837 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.490577
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[43] Elapsed time 4.980 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.517076
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[44] Elapsed time 4.813 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.471633
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[45] Elapsed time 4.931 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.485817
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[46] Elapsed time 4.850 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.510950
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[47] Elapsed time 4.858 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.549415
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[48] Elapsed time 4.827 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.475076
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.61it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[49] Elapsed time 5.684 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.469599
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[50] Elapsed time 4.909 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.480569
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[51] Elapsed time 4.966 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.500866
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[52] Elapsed time 4.901 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.465447
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[53] Elapsed time 5.107 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.527382
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[54] Elapsed time 4.875 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.465108
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[55] Elapsed time 4.953 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.541056
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[56] Elapsed time 4.926 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.534076
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[57] Elapsed time 4.931 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.463332
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[58] Elapsed time 4.992 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.413642
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[59] Elapsed time 4.865 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.542583
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[60] Elapsed time 4.923 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.447716
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[61] Elapsed time 4.867 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.441098
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[62] Elapsed time 4.869 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.418776
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[63] Elapsed time 4.823 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.493568
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[64] Elapsed time 4.862 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.471138
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[65] Elapsed time 4.883 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.471560
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[66] Elapsed time 4.946 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.432452
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[67] Elapsed time 4.942 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.434987
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[68] Elapsed time 4.943 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.480459
INFO:root:Loading parameters from best epoch (58)
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[69] Elapsed time 4.832 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.441471
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[70] Elapsed time 4.903 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.435141
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[71] Elapsed time 4.875 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.411444
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[72] Elapsed time 4.983 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.463363
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[73] Elapsed time 4.891 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.373312
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[74] Elapsed time 5.008 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.425339
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[75] Elapsed time 4.989 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.429918
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[76] Elapsed time 4.972 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.473453
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[77] Elapsed time 4.844 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.419533
INFO:root:Epoch[78] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[78] Elapsed time 4.897 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.371096
INFO:root:Epoch[79] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[79] Elapsed time 4.839 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.413555
INFO:root:Epoch[80] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[80] Elapsed time 4.969 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.467470
INFO:root:Epoch[81] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[81] Elapsed time 4.895 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.399926
INFO:root:Epoch[82] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[82] Elapsed time 4.871 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.360927
INFO:root:Epoch[83] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[83] Elapsed time 4.932 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.395842
INFO:root:Epoch[84] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[84] Elapsed time 4.936 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.475495
INFO:root:Epoch[85] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[85] Elapsed time 5.194 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.419142
INFO:root:Epoch[86] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[86] Elapsed time 5.131 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.418596
INFO:root:Epoch[87] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[87] Elapsed time 4.859 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.378796
INFO:root:Epoch[88] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[88] Elapsed time 5.027 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.454366
INFO:root:Epoch[89] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[89] Elapsed time 4.898 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.472656
INFO:root:Epoch[90] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[90] Elapsed time 4.959 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.416002
INFO:root:Epoch[91] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[91] Elapsed time 4.888 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.333380
INFO:root:Epoch[92] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[92] Elapsed time 4.872 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.474907
INFO:root:Epoch[93] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[93] Elapsed time 4.815 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.450027
INFO:root:Epoch[94] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[94] Elapsed time 4.947 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.370330
INFO:root:Epoch[95] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[95] Elapsed time 4.876 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.358619
INFO:root:Epoch[96] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[96] Elapsed time 5.017 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.507427
INFO:root:Epoch[97] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[97] Elapsed time 4.950 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.402356
INFO:root:Epoch[98] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[98] Elapsed time 5.019 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.414740
INFO:root:Epoch[99] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[99] Elapsed time 4.898 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.383852
INFO:root:Epoch[100] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[100] Elapsed time 4.854 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.458439
INFO:root:Epoch[101] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[101] Elapsed time 4.847 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.399886
INFO:root:Loading parameters from best epoch (91)
INFO:root:Epoch[102] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[102] Elapsed time 4.870 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.370000
INFO:root:Epoch[103] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[103] Elapsed time 4.892 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.372872
INFO:root:Epoch[104] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[104] Elapsed time 4.910 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.436316
INFO:root:Epoch[105] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[105] Elapsed time 4.855 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.424024
INFO:root:Epoch[106] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[106] Elapsed time 4.843 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.415731
INFO:root:Epoch[107] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[107] Elapsed time 4.927 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.345693
INFO:root:Epoch[108] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[108] Elapsed time 4.919 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.436192
INFO:root:Epoch[109] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[109] Elapsed time 4.981 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.443382
INFO:root:Epoch[110] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[110] Elapsed time 4.878 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.403064
INFO:root:Epoch[111] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[111] Elapsed time 4.894 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.382735
INFO:root:Loading parameters from best epoch (91)
INFO:root:Epoch[112] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[112] Elapsed time 4.901 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.354829
INFO:root:Epoch[113] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[113] Elapsed time 4.900 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.430796
INFO:root:Epoch[114] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[114] Elapsed time 4.838 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.388776
INFO:root:Epoch[115] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[115] Elapsed time 4.959 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.370341
INFO:root:Epoch[116] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[116] Elapsed time 4.876 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.337893
INFO:root:Epoch[117] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[117] Elapsed time 4.936 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.445615
INFO:root:Epoch[118] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[118] Elapsed time 4.820 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.403073
INFO:root:Epoch[119] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[119] Elapsed time 4.922 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.394035
INFO:root:Epoch[120] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[120] Elapsed time 4.959 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.361235
INFO:root:Epoch[121] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.47it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[121] Elapsed time 5.418 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.436457
INFO:root:Loading parameters from best epoch (91)
INFO:root:Epoch[122] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:06<00:00, 14.45it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[122] Elapsed time 6.924 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.386883
INFO:root:Epoch[123] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:06<00:00, 15.24it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[123] Elapsed time 6.562 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.335645
INFO:root:Epoch[124] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:06<00:00, 15.13it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[124] Elapsed time 6.614 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.362415
INFO:root:Epoch[125] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:06<00:00, 15.87it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[125] Elapsed time 6.302 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.448108
INFO:root:Epoch[126] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.30it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[126] Elapsed time 5.465 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.351181
INFO:root:Epoch[127] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[127] Elapsed time 5.155 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.366470
INFO:root:Epoch[128] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[128] Elapsed time 5.290 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.349242
INFO:root:Epoch[129] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[129] Elapsed time 5.051 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.438703
INFO:root:Epoch[130] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[130] Elapsed time 5.105 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.407128
INFO:root:Epoch[131] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[131] Elapsed time 5.033 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.392870
INFO:root:Loading parameters from best epoch (91)
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[132] Elapsed time 5.045 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.337285
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[133] Elapsed time 5.015 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.443160
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[134] Elapsed time 5.238 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.417137
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[135] Elapsed time 5.051 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.370171
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[136] Elapsed time 5.036 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.338152
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[137] Elapsed time 5.121 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.395058
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[138] Elapsed time 5.175 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.396971
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[139] Elapsed time 5.064 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.390402
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[140] Elapsed time 5.137 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.334788
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[141] Elapsed time 4.947 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.419427
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[142] Elapsed time 5.080 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.397695
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[143] Elapsed time 5.242 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.377796
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[144] Elapsed time 5.312 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.336537
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[145] Elapsed time 5.100 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.420425
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[146] Elapsed time 5.295 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.407279
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[147] Elapsed time 4.981 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.372905
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[148] Elapsed time 4.907 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.361086
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[149] Elapsed time 4.894 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.387728
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[150] Elapsed time 4.890 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.454603
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[151] Elapsed time 4.907 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.410141
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[152] Elapsed time 4.953 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.372460
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[153] Elapsed time 5.002 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.362134
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[154] Elapsed time 4.968 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.386710
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.97it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[155] Elapsed time 4.772 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.386730
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.16it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[156] Elapsed time 5.510 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.358678
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[157] Elapsed time 4.918 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.382978
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[158] Elapsed time 4.952 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.407210
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[159] Elapsed time 4.827 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.396467
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[160] Elapsed time 5.045 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.400968
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[161] Elapsed time 4.899 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.364365
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[162] Elapsed time 4.985 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.420656
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[163] Elapsed time 4.845 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.387934
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[164] Elapsed time 4.952 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.353924
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[165] Elapsed time 4.837 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.378869
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[166] Elapsed time 4.925 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.427488
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[167] Elapsed time 4.839 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.402297
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[168] Elapsed time 4.889 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.373758
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[169] Elapsed time 5.046 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.325674
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.81it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[170] Elapsed time 4.806 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.466762
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.93it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[171] Elapsed time 4.782 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.412735
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[172] Elapsed time 4.962 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.355851
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[173] Elapsed time 4.944 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.326293
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[174] Elapsed time 4.870 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.411053
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[175] Elapsed time 4.852 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.431071
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[176] Elapsed time 5.083 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.363953
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[177] Elapsed time 5.016 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.347472
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[178] Elapsed time 4.832 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.431780
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[179] Elapsed time 4.974 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.397800
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[180] Elapsed time 4.824 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.377420
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[181] Elapsed time 5.010 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.368670
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[182] Elapsed time 4.972 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.356142
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[183] Elapsed time 4.943 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.381593
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[184] Elapsed time 4.840 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.376648
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[185] Elapsed time 4.956 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.345330
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[186] Elapsed time 4.909 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.364558
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[187] Elapsed time 4.897 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.419905
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[188] Elapsed time 4.936 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.371553
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[189] Elapsed time 4.904 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.371300
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.31]
INFO:root:Epoch[190] Elapsed time 4.903 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.309688
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[191] Elapsed time 4.979 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.397560
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[192] Elapsed time 5.229 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.415530
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[193] Elapsed time 5.338 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.340431
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[194] Elapsed time 4.918 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.338783
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[195] Elapsed time 4.902 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.467086
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[196] Elapsed time 4.869 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.386058
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[197] Elapsed time 5.096 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.384833
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.32]
INFO:root:Epoch[198] Elapsed time 5.002 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.317453
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[199] Elapsed time 4.829 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.407375
INFO:root:Loading parameters from best epoch (190)
INFO:root:Final loss: 5.3096876001358035 (occurred at epoch 190)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.32it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.573204  0.034124  40.782939            0.030776             0.01372   

   seed  epochs  num_batches  
0    46     200          100  
Seed: 47
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073
100%|██████████| 100/100 [00:04<00:00, 21.73it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[0] Elapsed time 4.604 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.072772
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[1] Elapsed time 4.946 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.570054
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[2] Elapsed time 4.951 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.479136
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[3] Elapsed time 4.854 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.345189
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[4] Elapsed time 5.114 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.333565
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[5] Elapsed time 5.019 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.256826
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[6] Elapsed time 5.037 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.300561
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[7] Elapsed time 4.925 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.175202
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[8] Elapsed time 4.985 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.069242
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[9] Elapsed time 4.908 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.057805
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[10] Elapsed time 4.868 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.049748
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[11] Elapsed time 4.891 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.054724
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[12] Elapsed time 4.905 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.994842
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[13] Elapsed time 4.976 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.928292
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[14] Elapsed time 4.928 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.925790
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[15] Elapsed time 4.972 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.978433
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[16] Elapsed time 4.822 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.934497
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[17] Elapsed time 4.907 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.885120
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[18] Elapsed time 4.898 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.903165
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[19] Elapsed time 5.085 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.904982
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[20] Elapsed time 4.888 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.849713
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[21] Elapsed time 4.968 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.799482
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[22] Elapsed time 4.852 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.806788
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[23] Elapsed time 4.941 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.881783
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[24] Elapsed time 4.865 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.737768
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[25] Elapsed time 4.932 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.721198
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[26] Elapsed time 4.938 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.771701
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[27] Elapsed time 5.032 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.778506
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[28] Elapsed time 4.953 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.686490
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[29] Elapsed time 4.896 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.774061
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[30] Elapsed time 4.953 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.742787
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[31] Elapsed time 5.236 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.726574
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[32] Elapsed time 5.240 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.631538
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[33] Elapsed time 4.984 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.598382
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[34] Elapsed time 4.945 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.601795
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[35] Elapsed time 4.960 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.647330
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[36] Elapsed time 4.802 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.666175
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[37] Elapsed time 5.055 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.704813
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[38] Elapsed time 4.879 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.585818
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[39] Elapsed time 5.102 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.610568
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.98it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[40] Elapsed time 4.768 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.628149
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[41] Elapsed time 4.958 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.603512
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[42] Elapsed time 5.019 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.519106
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[43] Elapsed time 4.958 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.621729
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[44] Elapsed time 4.858 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.584716
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[45] Elapsed time 4.949 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.578586
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[46] Elapsed time 4.943 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.511692
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[47] Elapsed time 4.942 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.582977
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[48] Elapsed time 4.910 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.600515
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[49] Elapsed time 4.821 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.554012
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[50] Elapsed time 5.027 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.506727
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[51] Elapsed time 4.866 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.534446
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[52] Elapsed time 4.926 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.561669
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[53] Elapsed time 4.975 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.518678
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[54] Elapsed time 5.015 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.539979
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[55] Elapsed time 4.988 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.493055
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[56] Elapsed time 4.969 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.593527
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[57] Elapsed time 4.898 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.511527
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[58] Elapsed time 4.999 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.497988
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[59] Elapsed time 4.904 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.450535
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[60] Elapsed time 4.933 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.543130
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[61] Elapsed time 4.987 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.461038
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[62] Elapsed time 5.063 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.435095
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[63] Elapsed time 4.819 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.497465
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[64] Elapsed time 4.941 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.577766
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[65] Elapsed time 4.885 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.496690
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[66] Elapsed time 4.930 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.461708
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[67] Elapsed time 4.989 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.444819
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[68] Elapsed time 5.354 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.509801
INFO:root:Epoch[69] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[69] Elapsed time 4.907 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.455145
INFO:root:Epoch[70] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[70] Elapsed time 4.846 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.482429
INFO:root:Epoch[71] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[71] Elapsed time 4.911 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.434488
INFO:root:Epoch[72] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[72] Elapsed time 4.893 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.466121
INFO:root:Epoch[73] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[73] Elapsed time 4.970 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.480082
INFO:root:Epoch[74] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[74] Elapsed time 4.870 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.447440
INFO:root:Epoch[75] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[75] Elapsed time 4.964 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.472706
INFO:root:Epoch[76] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[76] Elapsed time 4.880 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.456877
INFO:root:Epoch[77] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[77] Elapsed time 4.977 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.478490
INFO:root:Epoch[78] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[78] Elapsed time 4.962 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.464307
INFO:root:Epoch[79] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[79] Elapsed time 4.939 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.441405
INFO:root:Epoch[80] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[80] Elapsed time 4.860 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.448593
INFO:root:Epoch[81] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[81] Elapsed time 4.950 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.478537
INFO:root:Loading parameters from best epoch (71)
INFO:root:Epoch[82] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[82] Elapsed time 4.899 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.420273
INFO:root:Epoch[83] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[83] Elapsed time 5.007 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.401739
INFO:root:Epoch[84] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[84] Elapsed time 4.990 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.422050
INFO:root:Epoch[85] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[85] Elapsed time 4.960 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.477905
INFO:root:Epoch[86] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[86] Elapsed time 4.886 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.400895
INFO:root:Epoch[87] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[87] Elapsed time 4.879 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.406782
INFO:root:Epoch[88] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[88] Elapsed time 4.881 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.430460
INFO:root:Epoch[89] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[89] Elapsed time 4.901 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.463010
INFO:root:Epoch[90] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[90] Elapsed time 4.938 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.416460
INFO:root:Epoch[91] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[91] Elapsed time 5.035 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.383617
INFO:root:Epoch[92] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[92] Elapsed time 4.968 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.388367
INFO:root:Epoch[93] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[93] Elapsed time 4.888 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.458255
INFO:root:Epoch[94] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[94] Elapsed time 4.907 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.403969
INFO:root:Epoch[95] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[95] Elapsed time 4.989 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.429977
INFO:root:Epoch[96] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[96] Elapsed time 4.998 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.414828
INFO:root:Epoch[97] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[97] Elapsed time 4.955 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.484757
INFO:root:Epoch[98] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.76it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[98] Elapsed time 4.819 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.407379
INFO:root:Epoch[99] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[99] Elapsed time 4.934 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.400328
INFO:root:Epoch[100] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[100] Elapsed time 4.840 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.384393
INFO:root:Epoch[101] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[101] Elapsed time 4.914 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.480451
INFO:root:Loading parameters from best epoch (91)
INFO:root:Epoch[102] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[102] Elapsed time 4.937 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.394871
INFO:root:Epoch[103] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[103] Elapsed time 4.894 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.400218
INFO:root:Epoch[104] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 17.70it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[104] Elapsed time 5.651 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.363555
INFO:root:Epoch[105] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[105] Elapsed time 4.852 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.432756
INFO:root:Epoch[106] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[106] Elapsed time 4.985 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.428594
INFO:root:Epoch[107] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[107] Elapsed time 4.859 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.396196
INFO:root:Epoch[108] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[108] Elapsed time 4.888 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.384161
INFO:root:Epoch[109] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[109] Elapsed time 4.838 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.370929
INFO:root:Epoch[110] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[110] Elapsed time 4.921 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.461294
INFO:root:Epoch[111] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[111] Elapsed time 4.870 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.391044
INFO:root:Epoch[112] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[112] Elapsed time 4.881 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.404563
INFO:root:Epoch[113] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[113] Elapsed time 4.814 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.398314
INFO:root:Epoch[114] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[114] Elapsed time 4.946 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.449071
INFO:root:Loading parameters from best epoch (104)
INFO:root:Epoch[115] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[115] Elapsed time 4.845 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.401246
INFO:root:Epoch[116] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[116] Elapsed time 4.999 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.403318
INFO:root:Epoch[117] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[117] Elapsed time 4.825 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.350052
INFO:root:Epoch[118] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[118] Elapsed time 4.970 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.434639
INFO:root:Epoch[119] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[119] Elapsed time 4.877 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.390142
INFO:root:Epoch[120] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[120] Elapsed time 4.954 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.412583
INFO:root:Epoch[121] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[121] Elapsed time 4.861 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.397439
INFO:root:Epoch[122] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[122] Elapsed time 4.928 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.439873
INFO:root:Epoch[123] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[123] Elapsed time 4.809 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.393939
INFO:root:Epoch[124] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[124] Elapsed time 4.915 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.380722
INFO:root:Epoch[125] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[125] Elapsed time 4.891 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.390715
INFO:root:Epoch[126] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[126] Elapsed time 4.945 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.478887
INFO:root:Epoch[127] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[127] Elapsed time 4.821 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.416803
INFO:root:Loading parameters from best epoch (117)
INFO:root:Epoch[128] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[128] Elapsed time 5.019 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.368029
INFO:root:Epoch[129] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[129] Elapsed time 4.893 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.379421
INFO:root:Epoch[130] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[130] Elapsed time 4.904 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.464525
INFO:root:Epoch[131] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[131] Elapsed time 4.837 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.419654
INFO:root:Epoch[132] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[132] Elapsed time 4.955 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.390537
INFO:root:Epoch[133] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[133] Elapsed time 4.913 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.342359
INFO:root:Epoch[134] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[134] Elapsed time 4.864 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.435593
INFO:root:Epoch[135] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[135] Elapsed time 4.999 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.418259
INFO:root:Epoch[136] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[136] Elapsed time 4.824 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.417466
INFO:root:Epoch[137] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[137] Elapsed time 5.062 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.346621
INFO:root:Epoch[138] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[138] Elapsed time 4.935 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.424438
INFO:root:Epoch[139] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[139] Elapsed time 4.974 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.452235
INFO:root:Epoch[140] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[140] Elapsed time 5.109 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.358044
INFO:root:Epoch[141] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.22it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[141] Elapsed time 5.489 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.383233
INFO:root:Epoch[142] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[142] Elapsed time 4.856 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.380010
INFO:root:Epoch[143] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[143] Elapsed time 4.867 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.438769
INFO:root:Loading parameters from best epoch (133)
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[144] Elapsed time 5.017 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.388528
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[145] Elapsed time 5.076 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.412620
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[146] Elapsed time 4.857 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.382619
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[147] Elapsed time 5.026 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.443652
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[148] Elapsed time 4.918 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.370075
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[149] Elapsed time 4.891 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.369642
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[150] Elapsed time 4.968 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.370019
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[151] Elapsed time 4.961 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.432534
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[152] Elapsed time 4.889 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.390409
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[153] Elapsed time 4.911 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.401027
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[154] Elapsed time 4.892 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.381208
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[155] Elapsed time 5.020 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.439648
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[156] Elapsed time 4.904 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.398387
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[157] Elapsed time 5.028 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.377745
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[158] Elapsed time 4.972 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.344538
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[159] Elapsed time 4.983 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.393495
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[160] Elapsed time 4.920 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.436872
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[161] Elapsed time 4.896 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.388674
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[162] Elapsed time 4.910 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.360395
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[163] Elapsed time 4.892 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.380457
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[164] Elapsed time 5.011 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.432947
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[165] Elapsed time 4.812 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.394343
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[166] Elapsed time 4.904 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.375309
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[167] Elapsed time 4.813 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.383247
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[168] Elapsed time 4.913 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.431201
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[169] Elapsed time 4.856 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.402315
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[170] Elapsed time 4.905 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.358409
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[171] Elapsed time 4.947 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.372890
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[172] Elapsed time 4.998 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.439834
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[173] Elapsed time 4.822 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.370599
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[174] Elapsed time 4.938 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.374039
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[175] Elapsed time 4.901 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.364212
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[176] Elapsed time 4.968 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.438835
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.02it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[177] Elapsed time 5.550 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.366163
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[178] Elapsed time 4.921 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.360077
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[179] Elapsed time 4.900 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.369616
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[180] Elapsed time 4.937 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.408084
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[181] Elapsed time 4.802 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.371277
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[182] Elapsed time 4.933 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.379568
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[183] Elapsed time 4.896 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.364250
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[184] Elapsed time 4.956 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.444332
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[185] Elapsed time 4.827 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.392995
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[186] Elapsed time 4.934 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.388139
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[187] Elapsed time 4.990 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.332444
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[188] Elapsed time 5.038 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.438704
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[189] Elapsed time 5.024 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.415926
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[190] Elapsed time 4.868 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.344608
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[191] Elapsed time 5.036 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.385775
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[192] Elapsed time 4.828 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.421400
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[193] Elapsed time 4.987 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.459286
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[194] Elapsed time 4.934 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.382180
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[195] Elapsed time 4.963 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.365138
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[196] Elapsed time 4.944 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.401900
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[197] Elapsed time 4.965 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.443721
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[198] Elapsed time 4.947 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.384118
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[199] Elapsed time 4.957 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.360081
INFO:root:Loading parameters from best epoch (187)
INFO:root:Final loss: 5.33244378566742 (occurred at epoch 187)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.32it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.285711  0.031476  41.291868            0.027197            0.013395   

   seed  epochs  num_batches  
0    47     200          100  
Seed: 48
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073
100%|██████████| 100/100 [00:04<00:00, 21.79it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[0] Elapsed time 4.592 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.187707
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[1] Elapsed time 4.954 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.551663
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[2] Elapsed time 4.948 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.527015
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[3] Elapsed time 4.844 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.439205
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[4] Elapsed time 4.950 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.408944
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[5] Elapsed time 4.890 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.285061
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[6] Elapsed time 4.914 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.331740
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[7] Elapsed time 4.814 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.210402
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[8] Elapsed time 5.068 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.131426
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[9] Elapsed time 4.977 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.150198
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[10] Elapsed time 5.020 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.169244
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[11] Elapsed time 4.966 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.061689
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[12] Elapsed time 5.206 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.974878
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[13] Elapsed time 5.092 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.938677
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6]
INFO:root:Epoch[14] Elapsed time 5.105 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.998278
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6]
INFO:root:Epoch[15] Elapsed time 4.968 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.996684
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.77it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[16] Elapsed time 5.628 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.900930
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[17] Elapsed time 5.151 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.948848
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[18] Elapsed time 5.097 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.960638
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[19] Elapsed time 5.200 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.905532
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[20] Elapsed time 5.074 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.786946
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[21] Elapsed time 4.969 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.898872
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[22] Elapsed time 4.892 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.836713
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[23] Elapsed time 4.980 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.843873
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[24] Elapsed time 4.839 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.765591
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[25] Elapsed time 4.941 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.763601
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[26] Elapsed time 4.872 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.801121
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[27] Elapsed time 4.880 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.864271
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[28] Elapsed time 4.885 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.695838
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[29] Elapsed time 4.847 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.691526
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[30] Elapsed time 4.904 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.762740
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[31] Elapsed time 4.878 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.707311
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[32] Elapsed time 4.864 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.655167
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[33] Elapsed time 4.914 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.698603
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[34] Elapsed time 4.891 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.648688
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[35] Elapsed time 4.926 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.719097
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[36] Elapsed time 4.982 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.618815
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[37] Elapsed time 4.865 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.689385
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[38] Elapsed time 4.808 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.735353
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[39] Elapsed time 5.121 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.716039
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.81it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[40] Elapsed time 4.806 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.629382
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[41] Elapsed time 4.972 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.605042
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[42] Elapsed time 4.974 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.591268
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[43] Elapsed time 4.899 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.681352
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[44] Elapsed time 4.823 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.563151
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[45] Elapsed time 4.939 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.614096
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[46] Elapsed time 4.881 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.544957
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[47] Elapsed time 4.956 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.718604
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[48] Elapsed time 4.803 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.556353
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[49] Elapsed time 4.947 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.550044
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[50] Elapsed time 4.904 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.508020
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[51] Elapsed time 4.881 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.631665
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.18it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[52] Elapsed time 5.505 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.552859
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[53] Elapsed time 4.972 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.585428
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[54] Elapsed time 4.840 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.485680
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[55] Elapsed time 4.856 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.574091
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[56] Elapsed time 4.934 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.538514
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[57] Elapsed time 4.840 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.516342
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[58] Elapsed time 4.947 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.528464
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[59] Elapsed time 4.965 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.521693
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[60] Elapsed time 4.984 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.542000
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[61] Elapsed time 4.899 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.498067
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[62] Elapsed time 4.912 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.545174
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[63] Elapsed time 4.842 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.493240
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[64] Elapsed time 4.919 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.524274
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[65] Elapsed time 4.835 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.513486
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[66] Elapsed time 4.940 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.480785
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[67] Elapsed time 4.956 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.451649
INFO:root:Epoch[68] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[68] Elapsed time 4.856 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.484139
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.88it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[69] Elapsed time 4.791 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.514424
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[70] Elapsed time 4.937 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.447900
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[71] Elapsed time 4.929 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.495733
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[72] Elapsed time 4.853 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.458688
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[73] Elapsed time 4.804 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.488733
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[74] Elapsed time 4.939 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.448739
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[75] Elapsed time 4.900 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.467526
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[76] Elapsed time 4.922 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.496267
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[77] Elapsed time 4.944 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.471915
INFO:root:Epoch[78] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[78] Elapsed time 4.951 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.475845
INFO:root:Epoch[79] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[79] Elapsed time 4.900 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.469306
INFO:root:Epoch[80] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[80] Elapsed time 4.880 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.547577
INFO:root:Loading parameters from best epoch (70)
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[81] Elapsed time 4.824 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.444029
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[82] Elapsed time 4.887 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.454666
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[83] Elapsed time 4.846 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.438304
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[84] Elapsed time 4.967 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.496955
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[85] Elapsed time 4.928 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.485394
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[86] Elapsed time 4.937 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.454050
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[87] Elapsed time 4.852 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.412506
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[88] Elapsed time 5.000 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.537996
INFO:root:Epoch[89] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.18it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[89] Elapsed time 5.503 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.463758
INFO:root:Epoch[90] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[90] Elapsed time 4.908 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.393112
INFO:root:Epoch[91] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[91] Elapsed time 4.851 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.446849
INFO:root:Epoch[92] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[92] Elapsed time 4.948 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.540860
INFO:root:Epoch[93] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[93] Elapsed time 4.880 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.449197
INFO:root:Epoch[94] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[94] Elapsed time 4.875 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.399938
INFO:root:Epoch[95] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[95] Elapsed time 4.924 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.433413
INFO:root:Epoch[96] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[96] Elapsed time 4.896 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.460791
INFO:root:Epoch[97] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[97] Elapsed time 4.863 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.459442
INFO:root:Epoch[98] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[98] Elapsed time 4.883 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.427821
INFO:root:Epoch[99] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[99] Elapsed time 4.889 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.413588
INFO:root:Epoch[100] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[100] Elapsed time 4.836 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.479676
INFO:root:Loading parameters from best epoch (90)
INFO:root:Epoch[101] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[101] Elapsed time 4.955 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.486077
INFO:root:Epoch[102] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[102] Elapsed time 4.887 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.421760
INFO:root:Epoch[103] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[103] Elapsed time 4.890 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.386466
INFO:root:Epoch[104] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[104] Elapsed time 4.849 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.472255
INFO:root:Epoch[105] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[105] Elapsed time 4.833 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.475973
INFO:root:Epoch[106] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[106] Elapsed time 4.919 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.409604
INFO:root:Epoch[107] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[107] Elapsed time 4.942 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.415894
INFO:root:Epoch[108] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[108] Elapsed time 4.934 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.459310
INFO:root:Epoch[109] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[109] Elapsed time 4.962 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.509287
INFO:root:Epoch[110] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[110] Elapsed time 4.880 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.412011
INFO:root:Epoch[111] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[111] Elapsed time 4.951 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.440993
INFO:root:Epoch[112] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[112] Elapsed time 4.930 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.423440
INFO:root:Epoch[113] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[113] Elapsed time 5.024 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.484447
INFO:root:Loading parameters from best epoch (103)
INFO:root:Epoch[114] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[114] Elapsed time 4.847 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.429437
INFO:root:Epoch[115] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[115] Elapsed time 4.991 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.426209
INFO:root:Epoch[116] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[116] Elapsed time 5.029 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.382385
INFO:root:Epoch[117] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[117] Elapsed time 4.888 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.494561
INFO:root:Epoch[118] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[118] Elapsed time 4.891 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.450858
INFO:root:Epoch[119] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[119] Elapsed time 4.856 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.375986
INFO:root:Epoch[120] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[120] Elapsed time 4.933 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.425036
INFO:root:Epoch[121] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[121] Elapsed time 4.900 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.483442
INFO:root:Epoch[122] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[122] Elapsed time 4.866 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.456599
INFO:root:Epoch[123] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[123] Elapsed time 4.905 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.427496
INFO:root:Epoch[124] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[124] Elapsed time 4.926 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.426277
INFO:root:Epoch[125] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[125] Elapsed time 5.372 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.416171
INFO:root:Epoch[126] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[126] Elapsed time 5.041 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.501136
INFO:root:Epoch[127] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 21.08it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[127] Elapsed time 4.745 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.450013
INFO:root:Epoch[128] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[128] Elapsed time 5.048 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.434322
INFO:root:Epoch[129] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[129] Elapsed time 5.004 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.439896
INFO:root:Loading parameters from best epoch (119)
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[130] Elapsed time 4.967 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.516885
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[131] Elapsed time 5.008 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.437221
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[132] Elapsed time 5.035 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.434280
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[133] Elapsed time 4.867 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.388272
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[134] Elapsed time 5.080 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.498172
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[135] Elapsed time 4.875 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.445263
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[136] Elapsed time 5.065 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.403186
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[137] Elapsed time 4.956 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.434257
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[138] Elapsed time 5.008 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.488715
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[139] Elapsed time 4.839 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.452394
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[140] Elapsed time 4.923 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.455348
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[141] Elapsed time 4.900 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.382116
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[142] Elapsed time 4.945 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.513172
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[143] Elapsed time 4.830 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.442853
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[144] Elapsed time 4.902 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.423738
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[145] Elapsed time 5.032 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.390905
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[146] Elapsed time 5.053 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.464478
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[147] Elapsed time 4.810 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.451557
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[148] Elapsed time 4.956 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.437690
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[149] Elapsed time 4.870 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.375425
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[150] Elapsed time 4.906 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.461511
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[151] Elapsed time 4.890 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.453206
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[152] Elapsed time 4.906 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.410938
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[153] Elapsed time 4.946 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.429230
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[154] Elapsed time 4.827 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.429112
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[155] Elapsed time 5.017 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.449866
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[156] Elapsed time 4.877 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.423010
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[157] Elapsed time 4.959 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.406866
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[158] Elapsed time 4.888 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.448201
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[159] Elapsed time 4.920 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.454198
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[160] Elapsed time 4.921 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.437117
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[161] Elapsed time 5.249 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.435792
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[162] Elapsed time 5.217 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.437375
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[163] Elapsed time 4.946 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.476589
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[164] Elapsed time 4.804 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.448088
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[165] Elapsed time 4.938 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.404972
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[166] Elapsed time 4.849 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.406524
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[167] Elapsed time 4.970 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.432693
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[168] Elapsed time 4.837 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.413404
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[169] Elapsed time 4.929 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.414728
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[170] Elapsed time 4.886 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.388107
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[171] Elapsed time 4.958 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.472279
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[172] Elapsed time 4.847 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.441932
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[173] Elapsed time 5.043 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.446836
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[174] Elapsed time 5.017 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.392463
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[175] Elapsed time 4.897 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.480563
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[176] Elapsed time 4.878 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.428720
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[177] Elapsed time 4.992 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.447495
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[178] Elapsed time 4.835 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.395501
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[179] Elapsed time 4.934 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.466377
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[180] Elapsed time 4.854 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.428448
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[181] Elapsed time 4.875 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.410096
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[182] Elapsed time 4.868 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.379011
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[183] Elapsed time 4.949 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.494003
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[184] Elapsed time 4.835 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.440746
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[185] Elapsed time 5.014 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.404989
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[186] Elapsed time 4.956 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.377584
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.80it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[187] Elapsed time 4.811 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.508846
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[188] Elapsed time 5.092 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.425586
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[189] Elapsed time 4.864 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.424440
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[190] Elapsed time 4.883 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.382340
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[191] Elapsed time 4.941 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.449958
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[192] Elapsed time 4.801 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.436925
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[193] Elapsed time 4.903 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.399967
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[194] Elapsed time 4.993 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.408062
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[195] Elapsed time 4.914 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.427427
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[196] Elapsed time 5.070 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.446795
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[197] Elapsed time 4.868 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.408877
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.46it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[198] Elapsed time 5.730 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.405671
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[199] Elapsed time 4.908 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.405232
INFO:root:Loading parameters from best epoch (149)
INFO:root:Final loss: 5.375425252914429 (occurred at epoch 149)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:45<00:00, 25.49it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
      MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  3.74382  0.034364  47.633064            0.031307            0.015531    48   

   epochs  num_batches  
0     200          100  
Seed: 49
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073
100%|██████████| 100/100 [00:04<00:00, 21.63it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[0] Elapsed time 4.628 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.100091
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.91it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[1] Elapsed time 5.585 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.499785
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[2] Elapsed time 4.952 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.437532
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[3] Elapsed time 4.898 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.322444
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[4] Elapsed time 4.946 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.236541
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[5] Elapsed time 4.951 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.201319
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[6] Elapsed time 4.898 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.305060
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[7] Elapsed time 4.830 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.187069
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[8] Elapsed time 4.949 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.091614
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[9] Elapsed time 4.816 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.075865
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[10] Elapsed time 4.936 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.063490
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[11] Elapsed time 4.822 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.009045
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[12] Elapsed time 4.904 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.054826
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[13] Elapsed time 4.906 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.991095
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[14] Elapsed time 4.937 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.007622
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[15] Elapsed time 4.861 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.955238
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[16] Elapsed time 4.956 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.901402
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[17] Elapsed time 4.874 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.855612
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[18] Elapsed time 4.996 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.878520
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[19] Elapsed time 4.875 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.817434
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[20] Elapsed time 4.927 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.761471
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[21] Elapsed time 4.881 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.714009
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[22] Elapsed time 4.912 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.801893
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[23] Elapsed time 4.856 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.696124
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[24] Elapsed time 5.019 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.654777
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[25] Elapsed time 4.966 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.603757
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[26] Elapsed time 4.930 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.683508
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[27] Elapsed time 4.941 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.679378
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[28] Elapsed time 4.866 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.640650
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[29] Elapsed time 4.997 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.604694
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[30] Elapsed time 4.895 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.578833
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[31] Elapsed time 4.972 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.615996
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.81it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[32] Elapsed time 4.808 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.586555
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[33] Elapsed time 4.937 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.600486
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[34] Elapsed time 4.895 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.623284
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[35] Elapsed time 5.106 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.609576
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[36] Elapsed time 4.935 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.567858
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.14it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[37] Elapsed time 5.514 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.576613
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[38] Elapsed time 4.908 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.550072
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[39] Elapsed time 5.064 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.620821
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[40] Elapsed time 4.884 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.495759
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[41] Elapsed time 4.928 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.536656
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[42] Elapsed time 4.863 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.564582
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[43] Elapsed time 5.044 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.566396
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[44] Elapsed time 4.880 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.493525
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[45] Elapsed time 5.081 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.493138
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[46] Elapsed time 4.919 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.489441
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[47] Elapsed time 4.940 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.549655
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[48] Elapsed time 4.920 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.495601
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[49] Elapsed time 4.866 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.490338
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[50] Elapsed time 5.021 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.456139
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[51] Elapsed time 5.012 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.503215
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[52] Elapsed time 4.886 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.491795
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[53] Elapsed time 4.874 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.456802
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[54] Elapsed time 4.948 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.467535
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[55] Elapsed time 4.871 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.477648
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[56] Elapsed time 4.963 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.541022
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[57] Elapsed time 4.865 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.500516
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[58] Elapsed time 4.896 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.468764
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[59] Elapsed time 4.935 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.442890
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[60] Elapsed time 4.995 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.506289
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[61] Elapsed time 4.933 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.448557
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[62] Elapsed time 4.954 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.450781
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[63] Elapsed time 4.822 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.435346
INFO:root:Epoch[64] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[64] Elapsed time 4.952 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.500581
INFO:root:Epoch[65] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[65] Elapsed time 4.849 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.441810
INFO:root:Epoch[66] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[66] Elapsed time 5.003 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.448570
INFO:root:Epoch[67] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[67] Elapsed time 4.952 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.444349
INFO:root:Epoch[68] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[68] Elapsed time 4.987 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.506932
INFO:root:Epoch[69] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[69] Elapsed time 4.867 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.440476
INFO:root:Epoch[70] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[70] Elapsed time 4.975 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.441576
INFO:root:Epoch[71] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[71] Elapsed time 5.036 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.414961
INFO:root:Epoch[72] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[72] Elapsed time 5.003 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.457549
INFO:root:Epoch[73] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[73] Elapsed time 5.227 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.418634
INFO:root:Epoch[74] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[74] Elapsed time 5.094 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.425483
INFO:root:Epoch[75] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[75] Elapsed time 4.885 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.417647
INFO:root:Epoch[76] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[76] Elapsed time 4.894 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.424284
INFO:root:Epoch[77] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[77] Elapsed time 5.048 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.468018
INFO:root:Epoch[78] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[78] Elapsed time 4.887 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.400469
INFO:root:Epoch[79] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[79] Elapsed time 4.882 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.368904
INFO:root:Epoch[80] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[80] Elapsed time 4.929 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.412946
INFO:root:Epoch[81] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[81] Elapsed time 4.964 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.488709
INFO:root:Epoch[82] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.88it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[82] Elapsed time 4.792 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.443306
INFO:root:Epoch[83] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[83] Elapsed time 4.875 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.377227
INFO:root:Epoch[84] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[84] Elapsed time 4.893 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.439629
INFO:root:Epoch[85] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[85] Elapsed time 5.115 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.436108
INFO:root:Epoch[86] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[86] Elapsed time 4.894 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.398583
INFO:root:Epoch[87] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[87] Elapsed time 4.958 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.424320
INFO:root:Epoch[88] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[88] Elapsed time 4.871 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.419836
INFO:root:Epoch[89] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[89] Elapsed time 4.938 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.487213
INFO:root:Loading parameters from best epoch (79)
INFO:root:Epoch[90] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[90] Elapsed time 4.886 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.391310
INFO:root:Epoch[91] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[91] Elapsed time 4.977 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.400152
INFO:root:Epoch[92] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[92] Elapsed time 4.878 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.378763
INFO:root:Epoch[93] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[93] Elapsed time 4.996 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.461545
INFO:root:Epoch[94] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[94] Elapsed time 4.879 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.366395
INFO:root:Epoch[95] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[95] Elapsed time 4.985 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.399642
INFO:root:Epoch[96] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[96] Elapsed time 4.870 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.380148
INFO:root:Epoch[97] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[97] Elapsed time 4.966 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.438820
INFO:root:Epoch[98] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.94it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[98] Elapsed time 4.778 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.393377
INFO:root:Epoch[99] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[99] Elapsed time 4.938 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.389699
INFO:root:Epoch[100] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[100] Elapsed time 4.838 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.390266
INFO:root:Epoch[101] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[101] Elapsed time 4.959 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.432053
INFO:root:Epoch[102] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[102] Elapsed time 4.822 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.412994
INFO:root:Epoch[103] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[103] Elapsed time 5.119 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.382905
INFO:root:Epoch[104] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[104] Elapsed time 5.034 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.350519
INFO:root:Epoch[105] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[105] Elapsed time 4.848 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.475409
INFO:root:Epoch[106] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[106] Elapsed time 4.941 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.390320
INFO:root:Epoch[107] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[107] Elapsed time 4.840 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.376260
INFO:root:Epoch[108] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[108] Elapsed time 4.906 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.356774
INFO:root:Epoch[109] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[109] Elapsed time 4.909 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.427736
INFO:root:Epoch[110] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.25it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[110] Elapsed time 5.481 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.402025
INFO:root:Epoch[111] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.79it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[111] Elapsed time 4.811 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.429558
INFO:root:Epoch[112] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[112] Elapsed time 4.855 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.328163
INFO:root:Epoch[113] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[113] Elapsed time 4.918 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.450096
INFO:root:Epoch[114] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.85it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[114] Elapsed time 4.799 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.425023
INFO:root:Epoch[115] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[115] Elapsed time 4.972 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.364376
INFO:root:Epoch[116] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[116] Elapsed time 4.968 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.349743
INFO:root:Epoch[117] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[117] Elapsed time 4.856 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.415888
INFO:root:Epoch[118] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[118] Elapsed time 4.910 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.436735
INFO:root:Epoch[119] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[119] Elapsed time 4.863 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.391809
INFO:root:Epoch[120] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[120] Elapsed time 4.944 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.333252
INFO:root:Epoch[121] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[121] Elapsed time 4.957 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.404564
INFO:root:Epoch[122] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[122] Elapsed time 4.969 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.469962
INFO:root:Loading parameters from best epoch (112)
INFO:root:Epoch[123] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[123] Elapsed time 4.912 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.362140
INFO:root:Epoch[124] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[124] Elapsed time 4.913 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.395333
INFO:root:Epoch[125] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[125] Elapsed time 4.919 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.381050
INFO:root:Epoch[126] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[126] Elapsed time 5.092 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.404355
INFO:root:Epoch[127] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[127] Elapsed time 4.862 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.413973
INFO:root:Epoch[128] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[128] Elapsed time 4.947 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.361913
INFO:root:Epoch[129] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[129] Elapsed time 4.903 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.368311
INFO:root:Epoch[130] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[130] Elapsed time 4.990 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.442195
INFO:root:Epoch[131] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[131] Elapsed time 4.878 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.353767
INFO:root:Epoch[132] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[132] Elapsed time 4.911 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.366001
INFO:root:Loading parameters from best epoch (112)
INFO:root:Epoch[133] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[133] Elapsed time 4.895 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.388104
INFO:root:Epoch[134] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[134] Elapsed time 5.045 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.432154
INFO:root:Epoch[135] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[135] Elapsed time 4.816 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.366494
INFO:root:Epoch[136] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[136] Elapsed time 4.985 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.362191
INFO:root:Epoch[137] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[137] Elapsed time 4.984 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.373757
INFO:root:Epoch[138] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[138] Elapsed time 4.939 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.420047
INFO:root:Epoch[139] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[139] Elapsed time 4.888 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.385276
INFO:root:Epoch[140] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[140] Elapsed time 4.902 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.337215
INFO:root:Epoch[141] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[141] Elapsed time 4.892 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.356650
INFO:root:Epoch[142] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[142] Elapsed time 4.976 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.448064
INFO:root:Loading parameters from best epoch (112)
INFO:root:Epoch[143] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[143] Elapsed time 4.853 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.395569
INFO:root:Epoch[144] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[144] Elapsed time 4.893 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.347301
INFO:root:Epoch[145] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[145] Elapsed time 4.957 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.355937
INFO:root:Epoch[146] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 17.97it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[146] Elapsed time 5.567 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.420405
INFO:root:Epoch[147] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[147] Elapsed time 4.827 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.383994
INFO:root:Epoch[148] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[148] Elapsed time 4.927 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.337752
INFO:root:Epoch[149] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[149] Elapsed time 4.942 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.334617
INFO:root:Epoch[150] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[150] Elapsed time 4.879 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.423206
INFO:root:Epoch[151] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[151] Elapsed time 4.894 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.383480
INFO:root:Epoch[152] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[152] Elapsed time 4.904 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.349497
INFO:root:Loading parameters from best epoch (112)
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[153] Elapsed time 4.942 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.325967
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[154] Elapsed time 4.871 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.378090
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[155] Elapsed time 4.931 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.409948
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[156] Elapsed time 4.930 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.377484
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[157] Elapsed time 4.999 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.367933
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[158] Elapsed time 4.930 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.370498
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[159] Elapsed time 5.034 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.417166
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[160] Elapsed time 4.833 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.351877
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[161] Elapsed time 4.925 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.388213
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[162] Elapsed time 4.869 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.359382
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[163] Elapsed time 5.044 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.423666
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[164] Elapsed time 5.051 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.352395
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[165] Elapsed time 4.991 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.347265
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[166] Elapsed time 5.070 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.334822
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[167] Elapsed time 4.881 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.399426
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[168] Elapsed time 4.897 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.380904
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[169] Elapsed time 4.942 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.374949
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[170] Elapsed time 5.044 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.347065
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[171] Elapsed time 4.869 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.353380
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[172] Elapsed time 4.945 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.421046
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[173] Elapsed time 4.888 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.393600
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[174] Elapsed time 4.961 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.338797
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[175] Elapsed time 4.899 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.398095
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[176] Elapsed time 4.911 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.386614
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[177] Elapsed time 4.906 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.375190
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[178] Elapsed time 4.868 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.361420
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[179] Elapsed time 4.915 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.381687
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[180] Elapsed time 4.931 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.421104
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[181] Elapsed time 4.844 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.357795
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[182] Elapsed time 5.000 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.329388
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.44it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[183] Elapsed time 5.425 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.385464
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[184] Elapsed time 4.950 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.414913
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[185] Elapsed time 4.871 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.361932
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[186] Elapsed time 4.919 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.363164
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.31]
INFO:root:Epoch[187] Elapsed time 4.833 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.312225
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[188] Elapsed time 4.952 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.409074
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[189] Elapsed time 4.830 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.370000
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[190] Elapsed time 5.069 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.353393
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[191] Elapsed time 5.006 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.333064
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[192] Elapsed time 4.907 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.429830
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[193] Elapsed time 4.882 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.380943
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[194] Elapsed time 4.955 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.362498
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[195] Elapsed time 4.901 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.338267
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[196] Elapsed time 4.892 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.418975
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[197] Elapsed time 4.920 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.387181
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.32]
INFO:root:Epoch[198] Elapsed time 5.051 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.316406
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.31]
INFO:root:Epoch[199] Elapsed time 5.067 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.313899
INFO:root:Loading parameters from best epoch (187)
INFO:root:Final loss: 5.3122251510620115 (occurred at epoch 187)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:47<00:00, 25.31it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.588241  0.034006  43.142813            0.031046            0.014562   

   seed  epochs  num_batches  
0    49     200          100  
Seed: 50
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073
100%|██████████| 100/100 [00:04<00:00, 21.87it/s, avg_epoch_loss=7.4]
INFO:root:Epoch[0] Elapsed time 4.575 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.401325
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[1] Elapsed time 4.880 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.583102
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[2] Elapsed time 4.989 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.522236
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[3] Elapsed time 4.841 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.400543
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[4] Elapsed time 4.925 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.326165
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[5] Elapsed time 4.931 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.255850
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[6] Elapsed time 4.950 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.213014
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[7] Elapsed time 4.873 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.179487
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[8] Elapsed time 4.947 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.043041
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[9] Elapsed time 4.973 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.107707
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[10] Elapsed time 4.865 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.085721
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.78it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[11] Elapsed time 4.814 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=5.994627
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[12] Elapsed time 4.980 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.951508
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[13] Elapsed time 4.999 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.957465
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[14] Elapsed time 4.917 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.941366
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[15] Elapsed time 4.910 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.926620
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[16] Elapsed time 5.015 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.888095
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[17] Elapsed time 4.948 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.858273
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[18] Elapsed time 4.868 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.917325
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[19] Elapsed time 4.997 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.964428
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[20] Elapsed time 4.901 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.784552
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[21] Elapsed time 5.009 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.859315
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.36it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[22] Elapsed time 5.448 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.778365
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[23] Elapsed time 4.993 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.855541
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[24] Elapsed time 4.830 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.841856
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[25] Elapsed time 4.924 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.830195
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[26] Elapsed time 4.950 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.733904
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[27] Elapsed time 4.974 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.800390
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[28] Elapsed time 4.938 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.721808
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[29] Elapsed time 4.949 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.684045
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[30] Elapsed time 4.855 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.693078
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[31] Elapsed time 4.981 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.805991
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.99it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[32] Elapsed time 4.767 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.643320
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[33] Elapsed time 4.942 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.606033
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[34] Elapsed time 4.931 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.646680
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[35] Elapsed time 5.051 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.689565
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[36] Elapsed time 4.828 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.646019
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[37] Elapsed time 4.924 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.557986
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[38] Elapsed time 4.953 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.649988
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[39] Elapsed time 4.957 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.640804
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[40] Elapsed time 4.840 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.556227
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[41] Elapsed time 5.148 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.539717
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[42] Elapsed time 4.878 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.548682
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[43] Elapsed time 4.878 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.610274
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[44] Elapsed time 4.892 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.533318
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[45] Elapsed time 4.975 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.562025
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[46] Elapsed time 4.890 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.488863
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[47] Elapsed time 4.875 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.591491
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[48] Elapsed time 5.024 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.480982
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[49] Elapsed time 4.858 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.535060
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[50] Elapsed time 4.910 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.422957
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[51] Elapsed time 4.897 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.542572
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[52] Elapsed time 4.893 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.521076
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[53] Elapsed time 4.950 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.422843
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[54] Elapsed time 4.973 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.433506
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[55] Elapsed time 4.891 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.484982
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[56] Elapsed time 4.949 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.603761
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[57] Elapsed time 4.866 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.431646
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.22it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[58] Elapsed time 5.491 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.433856
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[59] Elapsed time 4.921 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.497617
INFO:root:Epoch[60] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[60] Elapsed time 4.999 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.497535
INFO:root:Epoch[61] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[61] Elapsed time 4.925 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.495495
INFO:root:Epoch[62] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[62] Elapsed time 4.952 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.507912
INFO:root:Epoch[63] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[63] Elapsed time 4.920 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.467264
INFO:root:Loading parameters from best epoch (53)
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[64] Elapsed time 4.907 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.496193
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[65] Elapsed time 4.848 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.422975
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[66] Elapsed time 4.894 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.450104
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[67] Elapsed time 4.832 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.408867
INFO:root:Epoch[68] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[68] Elapsed time 4.902 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.509253
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[69] Elapsed time 4.893 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.423981
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[70] Elapsed time 5.042 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.446603
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[71] Elapsed time 4.917 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.414033
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[72] Elapsed time 4.917 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.473668
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.75it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[73] Elapsed time 4.820 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.453387
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[74] Elapsed time 4.958 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.415098
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[75] Elapsed time 5.083 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.412779
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[76] Elapsed time 4.945 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.495802
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[77] Elapsed time 4.796 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.470025
INFO:root:Loading parameters from best epoch (67)
INFO:root:Epoch[78] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[78] Elapsed time 4.912 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.426322
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[79] Elapsed time 5.015 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.375673
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[80] Elapsed time 4.906 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.488478
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[81] Elapsed time 4.862 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.437101
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[82] Elapsed time 5.004 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.406936
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[83] Elapsed time 4.880 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.347744
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[84] Elapsed time 4.951 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.439574
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[85] Elapsed time 4.926 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.427138
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[86] Elapsed time 4.954 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.402957
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[87] Elapsed time 4.934 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.399017
INFO:root:Epoch[88] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[88] Elapsed time 4.944 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.478344
INFO:root:Epoch[89] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[89] Elapsed time 4.935 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.445060
INFO:root:Epoch[90] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[90] Elapsed time 4.982 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.391418
INFO:root:Epoch[91] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[91] Elapsed time 4.968 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.395152
INFO:root:Epoch[92] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[92] Elapsed time 4.922 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.401009
INFO:root:Epoch[93] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[93] Elapsed time 4.991 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.460101
INFO:root:Loading parameters from best epoch (83)
INFO:root:Epoch[94] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[94] Elapsed time 5.056 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.399050
INFO:root:Epoch[95] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[95] Elapsed time 5.136 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.432410
INFO:root:Epoch[96] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[96] Elapsed time 4.877 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.380423
INFO:root:Epoch[97] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[97] Elapsed time 4.989 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.433900
INFO:root:Epoch[98] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[98] Elapsed time 4.842 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.402890
INFO:root:Epoch[99] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[99] Elapsed time 4.935 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.388047
INFO:root:Epoch[100] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[100] Elapsed time 4.927 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.416043
INFO:root:Epoch[101] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[101] Elapsed time 4.987 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.471537
INFO:root:Epoch[102] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.89it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[102] Elapsed time 4.788 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.444536
INFO:root:Epoch[103] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[103] Elapsed time 4.957 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.406916
INFO:root:Loading parameters from best epoch (83)
INFO:root:Epoch[104] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[104] Elapsed time 4.859 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.380936
INFO:root:Epoch[105] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[105] Elapsed time 4.893 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.491413
INFO:root:Epoch[106] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[106] Elapsed time 4.954 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.457118
INFO:root:Epoch[107] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[107] Elapsed time 5.087 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.394031
INFO:root:Epoch[108] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[108] Elapsed time 4.954 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.349922
INFO:root:Epoch[109] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[109] Elapsed time 5.037 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.485462
INFO:root:Epoch[110] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[110] Elapsed time 4.912 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.398995
INFO:root:Epoch[111] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[111] Elapsed time 4.918 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.409392
INFO:root:Epoch[112] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[112] Elapsed time 4.984 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.398404
INFO:root:Epoch[113] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[113] Elapsed time 4.959 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.438322
INFO:root:Loading parameters from best epoch (83)
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[114] Elapsed time 4.858 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.436983
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[115] Elapsed time 4.950 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.401255
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[116] Elapsed time 5.053 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.332545
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[117] Elapsed time 4.957 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.436149
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[118] Elapsed time 4.913 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.424431
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[119] Elapsed time 4.869 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.422660
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[120] Elapsed time 4.960 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.367188
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[121] Elapsed time 4.867 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.468620
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[122] Elapsed time 4.891 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.397490
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[123] Elapsed time 4.907 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.422062
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[124] Elapsed time 4.880 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.375050
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[125] Elapsed time 4.860 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.416545
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[126] Elapsed time 4.933 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.463661
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[127] Elapsed time 4.796 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.407391
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[128] Elapsed time 4.959 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.433725
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[129] Elapsed time 4.901 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.389101
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[130] Elapsed time 4.974 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.433574
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.46it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[131] Elapsed time 5.420 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.410876
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[132] Elapsed time 4.935 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.393861
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[133] Elapsed time 4.925 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.380231
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[134] Elapsed time 4.955 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.436131
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[135] Elapsed time 4.927 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.433457
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[136] Elapsed time 5.001 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.414946
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[137] Elapsed time 4.896 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.403187
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[138] Elapsed time 4.924 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.447028
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[139] Elapsed time 4.909 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.417031
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[140] Elapsed time 4.961 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.404736
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[141] Elapsed time 4.871 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.380191
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[142] Elapsed time 4.911 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.436241
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[143] Elapsed time 4.827 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.407281
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[144] Elapsed time 4.857 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.383185
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[145] Elapsed time 4.884 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.390215
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[146] Elapsed time 4.870 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.421005
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[147] Elapsed time 4.838 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.429474
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[148] Elapsed time 4.999 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.378406
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[149] Elapsed time 4.876 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.378640
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[150] Elapsed time 4.997 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.463473
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[151] Elapsed time 4.861 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.416672
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[152] Elapsed time 5.031 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.374774
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[153] Elapsed time 4.932 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.403945
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[154] Elapsed time 4.983 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.452503
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[155] Elapsed time 4.828 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.426023
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[156] Elapsed time 4.968 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.394587
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[157] Elapsed time 4.944 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.347793
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[158] Elapsed time 4.972 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.450380
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[159] Elapsed time 4.861 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.423800
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[160] Elapsed time 4.902 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.385076
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[161] Elapsed time 4.927 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.395791
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[162] Elapsed time 4.901 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.413645
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[163] Elapsed time 4.891 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.438917
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[164] Elapsed time 4.840 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.422957
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[165] Elapsed time 4.913 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.364033
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[166] Elapsed time 4.941 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.391722
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.10it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[167] Elapsed time 5.527 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.434961
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[168] Elapsed time 4.829 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.385264
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[169] Elapsed time 4.921 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.433528
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[170] Elapsed time 4.857 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.400816
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[171] Elapsed time 4.940 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.463404
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[172] Elapsed time 4.800 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.396002
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[173] Elapsed time 5.015 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.372274
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[174] Elapsed time 4.841 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.391106
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[175] Elapsed time 5.019 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.428543
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[176] Elapsed time 4.850 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.377692
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[177] Elapsed time 4.982 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.357502
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[178] Elapsed time 4.953 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.423999
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[179] Elapsed time 4.915 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.436946
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.73it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[180] Elapsed time 4.827 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.397665
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[181] Elapsed time 4.978 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.368925
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[182] Elapsed time 5.007 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.355440
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[183] Elapsed time 4.933 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.426747
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[184] Elapsed time 4.921 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.426194
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[185] Elapsed time 4.898 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.370347
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[186] Elapsed time 4.937 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.345212
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[187] Elapsed time 4.923 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.396435
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[188] Elapsed time 4.824 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.442193
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[189] Elapsed time 4.937 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.373578
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[190] Elapsed time 5.085 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.393106
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[191] Elapsed time 4.938 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.382153
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[192] Elapsed time 4.905 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.455553
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[193] Elapsed time 4.851 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.382698
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[194] Elapsed time 4.989 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.361872
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[195] Elapsed time 4.903 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.408517
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[196] Elapsed time 4.945 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.443378
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[197] Elapsed time 5.024 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.384512
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[198] Elapsed time 4.940 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.366359
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[199] Elapsed time 4.979 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.399914
INFO:root:Loading parameters from best epoch (116)
INFO:root:Final loss: 5.3325445222854615 (occurred at epoch 116)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.33it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_daily.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
      MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  3.30958  0.031809  40.886767             0.02761            0.013446    50   

   epochs  num_batches  
0     200          100  
Seed: 51
INFO:root:Number of parameters in DeepARTrainingNetwork: 245073
100%|██████████| 100/100 [00:04<00:00, 21.84it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[0] Elapsed time 4.581 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.032508
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[1] Elapsed time 4.922 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.448871
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[2] Elapsed time 4.985 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.416719
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.68it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[3] Elapsed time 4.837 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.292541
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[4] Elapsed time 5.046 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.206856
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[5] Elapsed time 4.953 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.174249
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[6] Elapsed time 5.295 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.204175
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[7] Elapsed time 5.174 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.137668
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[8] Elapsed time 4.836 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.107177
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[9] Elapsed time 4.958 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=5.957311
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[10] Elapsed time 4.887 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.121783
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[11] Elapsed time 4.994 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.016683
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[12] Elapsed time 4.927 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=5.926966
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[13] Elapsed time 4.946 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=5.927712
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[14] Elapsed time 4.938 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=5.909147
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[15] Elapsed time 4.993 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=5.950763
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[16] Elapsed time 4.918 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.915970
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[17] Elapsed time 4.930 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.933327
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[18] Elapsed time 4.955 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=5.822883
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[19] Elapsed time 4.962 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=5.885010
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[20] Elapsed time 4.834 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=5.905911
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[21] Elapsed time 4.980 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=5.778050
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[22] Elapsed time 4.917 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=5.827847
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[23] Elapsed time 5.085 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.867116
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[24] Elapsed time 4.855 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=5.745304
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[25] Elapsed time 5.132 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=5.798539
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[26] Elapsed time 4.914 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=5.757666
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[27] Elapsed time 4.951 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=5.857395
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[28] Elapsed time 4.870 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=5.752573
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[29] Elapsed time 4.914 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=5.651791
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[30] Elapsed time 4.942 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.709882
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[31] Elapsed time 4.984 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=5.716892
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[32] Elapsed time 4.972 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.631904
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[33] Elapsed time 4.982 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=5.636976
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[34] Elapsed time 5.032 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.657833
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[35] Elapsed time 4.905 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=5.672691
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[36] Elapsed time 4.901 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=5.599889
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[37] Elapsed time 4.959 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.666219
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[38] Elapsed time 4.927 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=5.653802
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[39] Elapsed time 4.949 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=5.642222
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[40] Elapsed time 4.882 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.598348
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[41] Elapsed time 4.988 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=5.579489
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[42] Elapsed time 5.267 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=5.595472
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[43] Elapsed time 5.288 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.632246
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[44] Elapsed time 4.922 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.566596
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[45] Elapsed time 4.917 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.559608
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[46] Elapsed time 4.896 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.487514
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[47] Elapsed time 4.869 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=5.621049
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[48] Elapsed time 4.991 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=5.569892
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[49] Elapsed time 4.915 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.479990
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[50] Elapsed time 4.975 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=5.531573
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[51] Elapsed time 4.866 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.521128
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[52] Elapsed time 4.984 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.547591
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[53] Elapsed time 4.878 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=5.536607
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[54] Elapsed time 4.978 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=5.509984
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[55] Elapsed time 4.914 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.485417
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[56] Elapsed time 4.944 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=5.558277
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[57] Elapsed time 4.902 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=5.495366
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[58] Elapsed time 5.100 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.611682
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[59] Elapsed time 5.033 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.526838
INFO:root:Loading parameters from best epoch (49)
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[60] Elapsed time 4.934 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=5.585998
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[61] Elapsed time 4.818 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.465723
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[62] Elapsed time 4.933 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=5.455770
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[63] Elapsed time 4.869 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=5.481795
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[64] Elapsed time 4.999 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.538188
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[65] Elapsed time 4.874 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=5.512800
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[66] Elapsed time 4.976 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.456035
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[67] Elapsed time 4.940 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.414401
INFO:root:Epoch[68] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[68] Elapsed time 4.901 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=5.511933
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[69] Elapsed time 4.925 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=5.513406
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[70] Elapsed time 4.996 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=5.494813
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[71] Elapsed time 4.918 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=5.457980
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[72] Elapsed time 4.881 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=5.491199
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[73] Elapsed time 4.935 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.443332
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[74] Elapsed time 4.867 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=5.473721
INFO:root:Epoch[75] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[75] Elapsed time 4.939 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=5.448297
INFO:root:Epoch[76] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[76] Elapsed time 4.881 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.491335
INFO:root:Epoch[77] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[77] Elapsed time 4.844 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=5.500531
INFO:root:Loading parameters from best epoch (67)
INFO:root:Epoch[78] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[78] Elapsed time 4.911 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=5.432602
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 17.82it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[79] Elapsed time 5.615 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.438006
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[80] Elapsed time 5.003 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.434826
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[81] Elapsed time 4.975 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.483560
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[82] Elapsed time 4.883 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.422874
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[83] Elapsed time 4.937 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=5.448385
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[84] Elapsed time 4.856 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=5.425608
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[85] Elapsed time 4.917 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=5.507089
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[86] Elapsed time 4.939 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=5.457923
INFO:root:Epoch[87] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[87] Elapsed time 5.006 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.433091
INFO:root:Loading parameters from best epoch (67)
INFO:root:Epoch[88] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[88] Elapsed time 4.937 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.459393
INFO:root:Epoch[89] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[89] Elapsed time 5.047 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=5.535981
INFO:root:Epoch[90] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[90] Elapsed time 4.845 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=5.439680
INFO:root:Epoch[91] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[91] Elapsed time 5.063 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.414561
INFO:root:Epoch[92] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[92] Elapsed time 5.051 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=5.404602
INFO:root:Epoch[93] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[93] Elapsed time 4.882 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=5.500237
INFO:root:Epoch[94] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.88it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[94] Elapsed time 4.790 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.448401
INFO:root:Epoch[95] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[95] Elapsed time 4.979 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.452417
INFO:root:Epoch[96] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[96] Elapsed time 5.114 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.367467
INFO:root:Epoch[97] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[97] Elapsed time 4.834 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.483467
INFO:root:Epoch[98] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[98] Elapsed time 4.897 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=5.476774
INFO:root:Epoch[99] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[99] Elapsed time 5.038 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=5.437152
INFO:root:Epoch[100] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[100] Elapsed time 5.000 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=5.385726
INFO:root:Epoch[101] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[101] Elapsed time 4.896 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=5.464854
INFO:root:Epoch[102] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[102] Elapsed time 4.945 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.509969
INFO:root:Epoch[103] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[103] Elapsed time 4.850 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.443497
INFO:root:Epoch[104] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[104] Elapsed time 4.969 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=5.421061
INFO:root:Epoch[105] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[105] Elapsed time 4.870 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=5.445971
INFO:root:Epoch[106] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[106] Elapsed time 4.942 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.523838
INFO:root:Loading parameters from best epoch (96)
INFO:root:Epoch[107] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[107] Elapsed time 4.832 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=5.443373
INFO:root:Epoch[108] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[108] Elapsed time 4.855 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=5.436617
INFO:root:Epoch[109] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.58it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[109] Elapsed time 4.861 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.428311
INFO:root:Epoch[110] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[110] Elapsed time 4.937 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=5.465469
INFO:root:Epoch[111] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[111] Elapsed time 4.836 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.425283
INFO:root:Epoch[112] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[112] Elapsed time 4.895 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.388931
INFO:root:Epoch[113] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[113] Elapsed time 4.876 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=5.440786
INFO:root:Epoch[114] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[114] Elapsed time 4.938 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=5.461930
INFO:root:Epoch[115] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.59it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[115] Elapsed time 5.382 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=5.417986
INFO:root:Epoch[116] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[116] Elapsed time 5.074 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.390220
INFO:root:Loading parameters from best epoch (96)
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[117] Elapsed time 5.043 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=5.441124
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[118] Elapsed time 4.945 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=5.505331
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.85it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[119] Elapsed time 4.798 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=5.414966
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[120] Elapsed time 4.937 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=5.441662
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[121] Elapsed time 4.871 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.440385
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[122] Elapsed time 4.935 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=5.490491
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[123] Elapsed time 4.911 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.435619
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[124] Elapsed time 4.875 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.404952
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[125] Elapsed time 4.867 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=5.395788
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[126] Elapsed time 4.963 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.504005
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[127] Elapsed time 4.830 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.473671
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[128] Elapsed time 4.958 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=5.445123
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[129] Elapsed time 4.965 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.351181
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[130] Elapsed time 4.802 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.530156
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.77it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[131] Elapsed time 4.817 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.451068
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[132] Elapsed time 4.999 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=5.416696
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[133] Elapsed time 4.928 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.378632
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[134] Elapsed time 4.871 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=5.484450
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[135] Elapsed time 4.889 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=5.451376
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[136] Elapsed time 4.988 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.450291
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[137] Elapsed time 4.910 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.421850
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[138] Elapsed time 4.946 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.463558
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[139] Elapsed time 5.113 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.450176
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[140] Elapsed time 4.830 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=5.432847
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[141] Elapsed time 4.973 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.395162
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[142] Elapsed time 4.965 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.447096
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[143] Elapsed time 4.925 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=5.511941
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[144] Elapsed time 4.858 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.425111
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[145] Elapsed time 4.889 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.400863
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[146] Elapsed time 4.880 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=5.387233
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[147] Elapsed time 4.932 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=5.471115
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[148] Elapsed time 4.985 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.453092
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[149] Elapsed time 5.212 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=5.411342
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[150] Elapsed time 4.900 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=5.410256
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[151] Elapsed time 4.965 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.479522
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.49it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[152] Elapsed time 5.409 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.393796
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[153] Elapsed time 4.965 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=5.380179
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[154] Elapsed time 4.973 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.405722
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[155] Elapsed time 4.951 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=5.478331
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[156] Elapsed time 5.073 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.434022
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[157] Elapsed time 5.034 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.461576
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[158] Elapsed time 5.029 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=5.355424
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[159] Elapsed time 4.892 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.473278
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[160] Elapsed time 4.904 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.427051
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[161] Elapsed time 4.860 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=5.432539
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[162] Elapsed time 5.126 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.422382
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[163] Elapsed time 4.959 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.436772
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[164] Elapsed time 4.922 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=5.438092
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.86it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[165] Elapsed time 4.798 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=5.428569
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[166] Elapsed time 5.041 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.429869
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[167] Elapsed time 4.904 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.402324
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[168] Elapsed time 4.958 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=5.456648
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[169] Elapsed time 4.923 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.410878
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[170] Elapsed time 5.125 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=5.398852
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[171] Elapsed time 4.949 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.380253
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[172] Elapsed time 4.963 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.483288
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[173] Elapsed time 4.854 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.404286
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[174] Elapsed time 4.928 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.434866
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[175] Elapsed time 5.023 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.401195
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[176] Elapsed time 5.165 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=5.502186
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[177] Elapsed time 4.921 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.446287
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[178] Elapsed time 4.943 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.409213
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[179] Elapsed time 4.917 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=5.386642
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[180] Elapsed time 4.951 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.466592
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[181] Elapsed time 4.871 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.418269
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[182] Elapsed time 5.002 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=5.406334
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[183] Elapsed time 4.896 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=5.328903
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[184] Elapsed time 4.886 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.472695
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[185] Elapsed time 5.040 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=5.403403
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.87it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[186] Elapsed time 4.793 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.443966
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[187] Elapsed time 4.982 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.374441
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.65it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[188] Elapsed time 5.668 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.468479
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.99it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[189] Elapsed time 4.767 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.466599
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[190] Elapsed time 4.937 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=5.426734
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[191] Elapsed time 4.971 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=5.388806
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[192] Elapsed time 4.954 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.450876
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[193] Elapsed time 4.866 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.434266
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[194] Elapsed time 4.885 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=5.413481
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[195] Elapsed time 4.863 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.354289
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[196] Elapsed time 4.908 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.452753
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[197] Elapsed time 4.939 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=5.468697
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[198] Elapsed time 4.981 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.378397
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[199] Elapsed time 4.993 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.344601
INFO:root:Loading parameters from best epoch (183)
INFO:root:Final loss: 5.3289030647277835 (occurred at epoch 183)
INFO:root:End model training
Running evaluation: 100%|██████████| 4227/4227 [02:46<00:00, 25.35it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.375022  0.032309  43.248579            0.027892            0.013104   

   seed  epochs  num_batches  
0    51     200          100  

Out[11]:
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed epochs num_batches
0 3.249105 0.031443 38.426335 0.027069 0.013043 42 200 100
0 3.996149 0.036931 48.183685 0.034064 0.015833 43 200 100
0 3.542536 0.032911 44.077748 0.029496 0.014361 44 200 100
0 3.205922 0.030884 44.491649 0.026346 0.012919 45 200 100
0 3.573204 0.034124 40.782939 0.030776 0.013720 46 200 100
0 3.285711 0.031476 41.291868 0.027197 0.013395 47 200 100
0 3.743820 0.034364 47.633064 0.031307 0.015531 48 200 100
0 3.588241 0.034006 43.142813 0.031046 0.014562 49 200 100
0 3.309580 0.031809 40.886767 0.027610 0.013446 50 200 100
0 3.375022 0.032309 43.248579 0.027892 0.013104 51 200 100

Check m4_monthly_domain vs. m4_monthly

In [11]:
results = pd.DataFrame()

for i in range(51, 52):
    print("Seed:", i)
    df = deepar(data="m4_monthly", seed=i, epochs=100, batches=100)
    pprint(df)
    results = results.append(df)

results
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
Seed: 51
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431163
100%|██████████| 100/100 [00:05<00:00, 18.01it/s, avg_epoch_loss=7.29]
INFO:root:Epoch[0] Elapsed time 5.559 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.294681
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=7.58]
INFO:root:Epoch[1] Elapsed time 5.055 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.577126
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[2] Elapsed time 5.236 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.035184
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[3] Elapsed time 4.968 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.834697
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.59it/s, avg_epoch_loss=7.43]
INFO:root:Epoch[4] Elapsed time 5.381 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.425021
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[5] Elapsed time 5.046 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.354219
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[6] Elapsed time 4.978 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.806016
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[7] Elapsed time 4.871 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.533124
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[8] Elapsed time 4.929 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.293613
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=7.71]
INFO:root:Epoch[9] Elapsed time 5.091 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.708183
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[10] Elapsed time 5.027 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.687042
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[11] Elapsed time 5.044 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.489730
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[12] Elapsed time 5.089 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.101504
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[13] Elapsed time 5.072 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.852632
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[14] Elapsed time 4.949 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.510088
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[15] Elapsed time 4.937 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.140059
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[16] Elapsed time 5.221 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.056450
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[17] Elapsed time 4.994 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.195219
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[18] Elapsed time 5.270 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.975545
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[19] Elapsed time 5.187 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.804183
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[20] Elapsed time 4.941 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.394826
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[21] Elapsed time 4.880 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.425488
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[22] Elapsed time 4.902 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.251751
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[23] Elapsed time 4.915 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.583672
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=7.32]
INFO:root:Epoch[24] Elapsed time 5.100 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.323556
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[25] Elapsed time 4.934 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.250501
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[26] Elapsed time 4.994 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.708246
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[27] Elapsed time 5.155 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.087235
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[28] Elapsed time 4.851 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.258274
INFO:root:Epoch[29] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[29] Elapsed time 4.876 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.708805
INFO:root:Epoch[30] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 17.75it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[30] Elapsed time 5.636 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.081842
INFO:root:Epoch[31] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[31] Elapsed time 5.195 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.372632
INFO:root:Epoch[32] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[32] Elapsed time 4.925 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.730982
INFO:root:Epoch[33] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[33] Elapsed time 5.052 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.014942
INFO:root:Epoch[34] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[34] Elapsed time 5.032 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.232405
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[35] Elapsed time 4.941 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.266586
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[36] Elapsed time 4.875 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.376400
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[37] Elapsed time 5.003 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.841122
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[38] Elapsed time 5.006 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.975044
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[39] Elapsed time 5.111 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.092457
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[40] Elapsed time 5.027 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.135372
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[41] Elapsed time 5.137 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.827987
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[42] Elapsed time 5.142 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.909012
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[43] Elapsed time 4.921 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.923464
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[44] Elapsed time 4.973 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.851147
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[45] Elapsed time 4.943 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.804167
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[46] Elapsed time 5.112 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.113297
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[47] Elapsed time 4.999 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.088018
INFO:root:Loading parameters from best epoch (37)
INFO:root:Epoch[48] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[48] Elapsed time 5.086 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.194392
INFO:root:Epoch[49] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[49] Elapsed time 5.010 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.089708
INFO:root:Epoch[50] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[50] Elapsed time 4.945 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.220710
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[51] Elapsed time 4.935 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.195825
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[52] Elapsed time 4.966 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.725548
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=7.37]
INFO:root:Epoch[53] Elapsed time 5.119 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.366798
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[54] Elapsed time 5.088 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.848408
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[55] Elapsed time 5.154 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.108159
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[56] Elapsed time 5.010 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.879591
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[57] Elapsed time 5.082 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.902851
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[58] Elapsed time 4.856 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.853844
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[59] Elapsed time 4.907 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.992074
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[60] Elapsed time 4.969 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.830231
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[61] Elapsed time 5.055 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.922812
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[62] Elapsed time 5.001 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.322037
INFO:root:Loading parameters from best epoch (52)
INFO:root:Epoch[63] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[63] Elapsed time 5.206 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.114743
INFO:root:Epoch[64] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[64] Elapsed time 4.888 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.762645
INFO:root:Epoch[65] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[65] Elapsed time 4.909 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.402459
INFO:root:Epoch[66] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.11it/s, avg_epoch_loss=6]
INFO:root:Epoch[66] Elapsed time 5.523 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.003930
INFO:root:Epoch[67] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[67] Elapsed time 4.906 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.766936
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=7.86]
INFO:root:Epoch[68] Elapsed time 4.982 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.863582
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[69] Elapsed time 4.987 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.678086
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[70] Elapsed time 4.974 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.174863
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[71] Elapsed time 4.991 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.911321
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[72] Elapsed time 5.093 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.839384
INFO:root:Loading parameters from best epoch (52)
INFO:root:Epoch[73] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[73] Elapsed time 4.858 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.851291
INFO:root:Epoch[74] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[74] Elapsed time 4.898 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.188838
INFO:root:Epoch[75] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[75] Elapsed time 5.074 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.844408
INFO:root:Epoch[76] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[76] Elapsed time 4.918 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.767840
INFO:root:Epoch[77] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[77] Elapsed time 4.986 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.444503
INFO:root:Epoch[78] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[78] Elapsed time 5.284 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.993819
INFO:root:Epoch[79] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.61it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[79] Elapsed time 4.853 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.659222
INFO:root:Epoch[80] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[80] Elapsed time 4.978 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.430518
INFO:root:Epoch[81] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[81] Elapsed time 4.920 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.986411
INFO:root:Epoch[82] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[82] Elapsed time 4.977 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.698366
INFO:root:Epoch[83] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=7.82]
INFO:root:Epoch[83] Elapsed time 5.045 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.821675
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[84] Elapsed time 5.047 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.680779
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[85] Elapsed time 5.039 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.227658
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[86] Elapsed time 5.109 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.915295
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[87] Elapsed time 5.245 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.789139
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[88] Elapsed time 5.029 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.922779
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[89] Elapsed time 4.920 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.117401
INFO:root:Loading parameters from best epoch (79)
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[90] Elapsed time 5.071 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.869509
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[91] Elapsed time 5.097 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.787690
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[92] Elapsed time 5.014 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.405403
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=7]
INFO:root:Epoch[93] Elapsed time 5.208 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.000926
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[94] Elapsed time 5.018 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.618687
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[95] Elapsed time 4.986 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.414419
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.65it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[96] Elapsed time 4.847 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.990054
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[97] Elapsed time 4.919 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.749789
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=7.9]
INFO:root:Epoch[98] Elapsed time 4.998 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.899194
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[99] Elapsed time 5.052 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.653732
INFO:root:Loading parameters from best epoch (94)
INFO:root:Final loss: 5.618686780929566 (occurred at epoch 94)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:32<00:00, 35.49it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.050339  0.136071  15.906396            0.122447            0.083745   

   seed  epochs  num_batches  
0    51     100          100  
Out[11]:
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed epochs num_batches
0 1.050339 0.136071 15.906396 0.122447 0.083745 51 100 100
In [12]:
results = pd.DataFrame()

for i in range(42, 52):
    print("Seed:", i)
    df = deepar(data="m4_monthly_domain", seed=i, epochs=100, batches=100)
    pprint(df)
    results = results.append(df)

results
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
Seed: 42
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661
100%|██████████| 100/100 [00:05<00:00, 18.39it/s, avg_epoch_loss=7.4]
INFO:root:Epoch[0] Elapsed time 5.440 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.398581
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=7.64]
INFO:root:Epoch[1] Elapsed time 5.255 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.640906
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=7]
INFO:root:Epoch[2] Elapsed time 5.349 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.000588
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[3] Elapsed time 5.167 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.813037
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=7.42]
INFO:root:Epoch[4] Elapsed time 5.390 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.423030
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[5] Elapsed time 5.002 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.273100
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[6] Elapsed time 4.990 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.660645
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[7] Elapsed time 5.038 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.511830
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[8] Elapsed time 5.101 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.492703
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=7.67]
INFO:root:Epoch[9] Elapsed time 5.188 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.670946
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[10] Elapsed time 5.107 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.765068
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[11] Elapsed time 5.135 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.461572
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[12] Elapsed time 5.245 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.161328
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[13] Elapsed time 5.194 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.806713
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[14] Elapsed time 5.090 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.540846
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[15] Elapsed time 5.007 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.093170
INFO:root:Loading parameters from best epoch (5)
INFO:root:Epoch[16] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=7.37]
INFO:root:Epoch[16] Elapsed time 5.260 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.371460
INFO:root:Epoch[17] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[17] Elapsed time 5.081 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.808267
INFO:root:Epoch[18] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.31]
INFO:root:Epoch[18] Elapsed time 5.100 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.309860
INFO:root:Epoch[19] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[19] Elapsed time 5.318 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.927553
INFO:root:Epoch[20] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[20] Elapsed time 5.064 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.175681
INFO:root:Epoch[21] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[21] Elapsed time 5.105 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.619302
INFO:root:Epoch[22] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[22] Elapsed time 5.018 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.349589
INFO:root:Epoch[23] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[23] Elapsed time 5.028 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.608069
INFO:root:Epoch[24] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=7.6]
INFO:root:Epoch[24] Elapsed time 5.216 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.603298
INFO:root:Epoch[25] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[25] Elapsed time 5.133 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.278233
INFO:root:Epoch[26] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[26] Elapsed time 5.113 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.839693
INFO:root:Epoch[27] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 16.83it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[27] Elapsed time 5.942 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.066543
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[28] Elapsed time 5.138 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.772746
INFO:root:Epoch[29] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[29] Elapsed time 5.015 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.795595
INFO:root:Epoch[30] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=7.46]
INFO:root:Epoch[30] Elapsed time 5.014 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.457494
INFO:root:Epoch[31] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[31] Elapsed time 5.249 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.859901
INFO:root:Epoch[32] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[32] Elapsed time 5.090 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.031264
INFO:root:Epoch[33] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[33] Elapsed time 5.132 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.217248
INFO:root:Epoch[34] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[34] Elapsed time 5.277 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.723438
INFO:root:Epoch[35] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[35] Elapsed time 5.063 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.358543
INFO:root:Epoch[36] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[36] Elapsed time 5.014 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.561859
INFO:root:Epoch[37] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[37] Elapsed time 5.071 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.207662
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[38] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[38] Elapsed time 5.044 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.154070
INFO:root:Epoch[39] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=7.67]
INFO:root:Epoch[39] Elapsed time 5.222 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.674330
INFO:root:Epoch[40] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[40] Elapsed time 5.036 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.433716
INFO:root:Epoch[41] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[41] Elapsed time 5.156 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.144681
INFO:root:Epoch[42] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=7.18]
INFO:root:Epoch[42] Elapsed time 5.253 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.183870
INFO:root:Epoch[43] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[43] Elapsed time 5.016 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.416991
INFO:root:Epoch[44] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[44] Elapsed time 5.012 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.196224
INFO:root:Epoch[45] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[45] Elapsed time 5.028 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=7.199635
INFO:root:Epoch[46] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[46] Elapsed time 5.260 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.567661
INFO:root:Epoch[47] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[47] Elapsed time 5.079 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.498805
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[48] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=7.75]
INFO:root:Epoch[48] Elapsed time 5.266 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.748813
INFO:root:Epoch[49] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[49] Elapsed time 5.116 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.424048
INFO:root:Epoch[50] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[50] Elapsed time 5.001 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.529648
INFO:root:Epoch[51] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[51] Elapsed time 4.977 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.629018
INFO:root:Epoch[52] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[52] Elapsed time 5.055 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.109426
INFO:root:Epoch[53] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=7.47]
INFO:root:Epoch[53] Elapsed time 5.089 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.467477
INFO:root:Epoch[54] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=7.36]
INFO:root:Epoch[54] Elapsed time 5.187 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.364626
INFO:root:Epoch[55] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[55] Elapsed time 5.112 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.481669
INFO:root:Epoch[56] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[56] Elapsed time 5.121 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.195135
INFO:root:Epoch[57] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[57] Elapsed time 5.265 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.137373
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[58] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[58] Elapsed time 5.023 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.390372
INFO:root:Epoch[59] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=7.63]
INFO:root:Epoch[59] Elapsed time 5.147 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.626653
INFO:root:Epoch[60] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[60] Elapsed time 5.046 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.219138
INFO:root:Epoch[61] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[61] Elapsed time 5.209 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.440205
INFO:root:Epoch[62] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.55it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[62] Elapsed time 5.701 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.573614
INFO:root:Epoch[63] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=7.44]
INFO:root:Epoch[63] Elapsed time 5.308 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.436937
INFO:root:Epoch[64] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[64] Elapsed time 5.082 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.306435
INFO:root:Epoch[65] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[65] Elapsed time 5.016 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.605223
INFO:root:Epoch[66] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[66] Elapsed time 4.984 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.563822
INFO:root:Epoch[67] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[67] Elapsed time 5.104 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.124112
INFO:root:Epoch[68] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=7.6]
INFO:root:Epoch[68] Elapsed time 5.092 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.595477
INFO:root:Epoch[69] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=7.25]
INFO:root:Epoch[69] Elapsed time 5.177 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=7.246777
INFO:root:Epoch[70] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[70] Elapsed time 5.096 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.426365
INFO:root:Epoch[71] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[71] Elapsed time 5.081 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.220737
INFO:root:Epoch[72] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[72] Elapsed time 5.217 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=7.123944
INFO:root:Epoch[73] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[73] Elapsed time 5.071 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.379783
INFO:root:Epoch[74] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=7.37]
INFO:root:Epoch[74] Elapsed time 5.019 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.369905
INFO:root:Epoch[75] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[75] Elapsed time 5.043 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.101087
INFO:root:Epoch[76] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[76] Elapsed time 5.222 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.415701
INFO:root:Epoch[77] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[77] Elapsed time 5.097 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.509730
INFO:root:Epoch[78] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.57it/s, avg_epoch_loss=7.31]
INFO:root:Epoch[78] Elapsed time 5.388 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.307747
INFO:root:Epoch[79] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[79] Elapsed time 5.030 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.276161
INFO:root:Epoch[80] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[80] Elapsed time 5.001 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.557015
INFO:root:Epoch[81] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[81] Elapsed time 5.056 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.502040
INFO:root:Epoch[82] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[82] Elapsed time 5.158 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.045399
INFO:root:Epoch[83] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=7.52]
INFO:root:Epoch[83] Elapsed time 5.123 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.522485
INFO:root:Epoch[84] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[84] Elapsed time 5.170 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=7.262425
INFO:root:Epoch[85] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[85] Elapsed time 5.100 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.339742
INFO:root:Epoch[86] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=7.13]
INFO:root:Epoch[86] Elapsed time 5.106 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.129786
INFO:root:Epoch[87] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[87] Elapsed time 5.244 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=7.105744
INFO:root:Epoch[88] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[88] Elapsed time 5.062 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.311811
INFO:root:Epoch[89] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=7.32]
INFO:root:Epoch[89] Elapsed time 5.059 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.317461
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[90] Elapsed time 5.137 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=7.052125
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[91] Elapsed time 5.215 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.239926
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[92] Elapsed time 5.086 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.561095
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.60it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[93] Elapsed time 5.379 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.223814
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[94] Elapsed time 5.043 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.081272
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[95] Elapsed time 5.010 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.533938
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[96] Elapsed time 4.991 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.370447
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.46it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[97] Elapsed time 5.730 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.014524
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=7.73]
INFO:root:Epoch[98] Elapsed time 5.110 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.734460
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.96]
INFO:root:Epoch[99] Elapsed time 5.140 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.959573
INFO:root:Loading parameters from best epoch (17)
INFO:root:Final loss: 5.8082671546936036 (occurred at epoch 17)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:43<00:00, 35.22it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.204344  0.142971  28.182088            0.129151            0.103648   

   seed  epochs  num_batches  
0    42     100          100  
Seed: 43
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661
100%|██████████| 100/100 [00:05<00:00, 18.46it/s, avg_epoch_loss=7.49]
INFO:root:Epoch[0] Elapsed time 5.422 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.486183
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=7.63]
INFO:root:Epoch[1] Elapsed time 5.237 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.628409
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.52it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[2] Elapsed time 5.403 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.886287
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[3] Elapsed time 5.186 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.778716
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.41it/s, avg_epoch_loss=7.35]
INFO:root:Epoch[4] Elapsed time 5.435 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.350446
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[5] Elapsed time 5.058 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.377890
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[6] Elapsed time 5.095 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.733212
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[7] Elapsed time 5.088 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.371589
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[8] Elapsed time 5.176 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.265570
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=7.72]
INFO:root:Epoch[9] Elapsed time 5.284 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.718247
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[10] Elapsed time 5.144 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.600633
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.62it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[11] Elapsed time 5.680 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.475404
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.18it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[12] Elapsed time 5.502 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.157151
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[13] Elapsed time 5.212 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.738218
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[14] Elapsed time 5.146 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.531464
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[15] Elapsed time 5.065 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.202143
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[16] Elapsed time 5.331 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.919611
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[17] Elapsed time 5.142 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.915898
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[18] Elapsed time 5.172 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.994655
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.18it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[19] Elapsed time 5.503 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.725267
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[20] Elapsed time 5.089 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.174269
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[21] Elapsed time 5.067 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.444652
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[22] Elapsed time 5.103 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.265877
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[23] Elapsed time 5.153 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.593814
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=7.31]
INFO:root:Epoch[24] Elapsed time 5.316 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.314630
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[25] Elapsed time 5.132 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.225680
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[26] Elapsed time 5.199 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.674020
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.61it/s, avg_epoch_loss=7]
INFO:root:Epoch[27] Elapsed time 5.378 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.001115
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[28] Elapsed time 5.116 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.264062
INFO:root:Epoch[29] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[29] Elapsed time 5.073 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.806899
INFO:root:Epoch[30] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[30] Elapsed time 5.094 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.064352
INFO:root:Epoch[31] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[31] Elapsed time 5.309 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.316738
INFO:root:Epoch[32] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[32] Elapsed time 5.159 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.246601
INFO:root:Epoch[33] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.67it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[33] Elapsed time 5.358 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.065149
INFO:root:Epoch[34] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6]
INFO:root:Epoch[34] Elapsed time 5.149 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.995336
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[35] Elapsed time 5.058 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.350445
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[36] Elapsed time 5.051 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.214602
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[37] Elapsed time 5.135 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.864754
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=7.29]
INFO:root:Epoch[38] Elapsed time 5.177 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.290278
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[39] Elapsed time 5.238 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.760470
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[40] Elapsed time 5.150 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.148478
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[41] Elapsed time 5.200 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.856472
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[42] Elapsed time 5.372 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.901350
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[43] Elapsed time 5.120 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.881869
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[44] Elapsed time 5.055 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.039008
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[45] Elapsed time 5.215 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.825212
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 17.28it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[46] Elapsed time 5.791 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.831881
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[47] Elapsed time 5.166 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.485888
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.59it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[48] Elapsed time 5.384 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.935315
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[49] Elapsed time 5.053 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.577070
INFO:root:Epoch[50] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[50] Elapsed time 5.128 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.433392
INFO:root:Epoch[51] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[51] Elapsed time 5.071 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.053796
INFO:root:Epoch[52] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[52] Elapsed time 5.136 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.805033
INFO:root:Epoch[53] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=7.45]
INFO:root:Epoch[53] Elapsed time 5.243 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.453597
INFO:root:Epoch[54] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[54] Elapsed time 5.162 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.302703
INFO:root:Epoch[55] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[55] Elapsed time 5.180 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.063661
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[56] Elapsed time 5.196 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.828580
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[57] Elapsed time 5.239 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.636000
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[58] Elapsed time 5.063 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.925900
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[59] Elapsed time 5.060 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.911613
INFO:root:Loading parameters from best epoch (49)
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[60] Elapsed time 5.273 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.950955
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[61] Elapsed time 5.099 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.500806
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[62] Elapsed time 5.179 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.610410
INFO:root:Epoch[63] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.61it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[63] Elapsed time 5.378 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.889220
INFO:root:Epoch[64] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[64] Elapsed time 5.064 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.607558
INFO:root:Epoch[65] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[65] Elapsed time 5.115 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.366413
INFO:root:Epoch[66] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[66] Elapsed time 5.075 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.968252
INFO:root:Epoch[67] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[67] Elapsed time 5.103 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.813942
INFO:root:Epoch[68] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=7.63]
INFO:root:Epoch[68] Elapsed time 5.252 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.626311
INFO:root:Epoch[69] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[69] Elapsed time 5.161 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.229227
INFO:root:Epoch[70] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[70] Elapsed time 5.158 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.117231
INFO:root:Epoch[71] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[71] Elapsed time 5.190 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.859622
INFO:root:Loading parameters from best epoch (61)
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[72] Elapsed time 5.256 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.790780
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[73] Elapsed time 5.070 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.022945
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[74] Elapsed time 5.071 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.007025
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[75] Elapsed time 5.298 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.715596
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[76] Elapsed time 5.101 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.382067
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[77] Elapsed time 5.152 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.676307
INFO:root:Epoch[78] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.59it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[78] Elapsed time 5.383 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.842078
INFO:root:Epoch[79] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[79] Elapsed time 5.067 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.682842
INFO:root:Epoch[80] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[80] Elapsed time 5.065 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.400047
INFO:root:Epoch[81] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 17.46it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[81] Elapsed time 5.729 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.991262
INFO:root:Epoch[82] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[82] Elapsed time 5.105 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.904985
INFO:root:Epoch[83] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=7.76]
INFO:root:Epoch[83] Elapsed time 5.230 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.759423
INFO:root:Epoch[84] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[84] Elapsed time 5.124 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.175308
INFO:root:Epoch[85] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[85] Elapsed time 5.187 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.157563
INFO:root:Epoch[86] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[86] Elapsed time 5.208 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.870378
INFO:root:Loading parameters from best epoch (76)
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[87] Elapsed time 5.240 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.745471
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[88] Elapsed time 5.213 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.967289
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[89] Elapsed time 5.020 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.026993
INFO:root:Epoch[90] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[90] Elapsed time 5.325 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.726606
INFO:root:Epoch[91] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[91] Elapsed time 5.127 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.443520
INFO:root:Epoch[92] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[92] Elapsed time 5.158 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.671529
INFO:root:Epoch[93] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.60it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[93] Elapsed time 5.381 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.894044
INFO:root:Epoch[94] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[94] Elapsed time 5.050 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.692006
INFO:root:Epoch[95] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[95] Elapsed time 5.058 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.407767
INFO:root:Epoch[96] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[96] Elapsed time 5.049 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.967221
INFO:root:Loading parameters from best epoch (76)
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[97] Elapsed time 5.113 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.884427
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=7.97]
INFO:root:Epoch[98] Elapsed time 5.253 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.970192
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[99] Elapsed time 5.128 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.081875
INFO:root:Loading parameters from best epoch (76)
INFO:root:Final loss: 5.382067165374756 (occurred at epoch 76)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:49<00:00, 35.06it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
      MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  1.35579  0.146165  21.780631              0.1312             0.09568    43   

   epochs  num_batches  
0     100          100  
Seed: 44
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661
100%|██████████| 100/100 [00:05<00:00, 18.32it/s, avg_epoch_loss=7.4]
INFO:root:Epoch[0] Elapsed time 5.462 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.395054
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=7.63]
INFO:root:Epoch[1] Elapsed time 5.242 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.627983
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.22it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[2] Elapsed time 5.491 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.191868
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[3] Elapsed time 5.192 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.896781
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.38it/s, avg_epoch_loss=7.36]
INFO:root:Epoch[4] Elapsed time 5.444 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.363979
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[5] Elapsed time 5.042 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.478218
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[6] Elapsed time 5.130 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.821577
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[7] Elapsed time 5.076 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.481423
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[8] Elapsed time 5.247 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.474567
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=7.69]
INFO:root:Epoch[9] Elapsed time 5.268 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.686640
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[10] Elapsed time 5.236 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.581468
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[11] Elapsed time 5.233 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.616612
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[12] Elapsed time 5.301 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.059598
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[13] Elapsed time 5.274 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.657006
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[14] Elapsed time 5.086 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.480380
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=7.25]
INFO:root:Epoch[15] Elapsed time 5.073 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.249626
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[16] Elapsed time 5.355 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.671521
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[17] Elapsed time 5.120 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.285526
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[18] Elapsed time 5.277 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.915921
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[19] Elapsed time 5.350 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.618585
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[20] Elapsed time 5.220 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.194461
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[21] Elapsed time 5.167 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.403282
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[22] Elapsed time 5.133 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.084202
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[23] Elapsed time 5.140 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.701083
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=7.25]
INFO:root:Epoch[24] Elapsed time 5.390 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.245367
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[25] Elapsed time 5.141 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.111788
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[26] Elapsed time 5.280 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.769578
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=6.96]
INFO:root:Epoch[27] Elapsed time 5.356 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.959937
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[28] Elapsed time 5.237 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.122504
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.60it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[29] Elapsed time 5.685 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.702176
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[30] Elapsed time 5.102 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.020493
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[31] Elapsed time 5.336 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.404513
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[32] Elapsed time 5.141 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.156232
INFO:root:Loading parameters from best epoch (22)
INFO:root:Epoch[33] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[33] Elapsed time 5.323 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.088486
INFO:root:Epoch[34] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[34] Elapsed time 5.220 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.138239
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[35] Elapsed time 5.150 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.217446
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[36] Elapsed time 5.033 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.296382
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[37] Elapsed time 5.219 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.814704
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[38] Elapsed time 5.114 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.873920
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[39] Elapsed time 5.260 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.090139
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[40] Elapsed time 5.336 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.098332
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[41] Elapsed time 5.308 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.840997
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[42] Elapsed time 5.310 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.902789
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6]
INFO:root:Epoch[43] Elapsed time 5.073 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.996356
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[44] Elapsed time 5.158 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.048154
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[45] Elapsed time 5.106 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.933828
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[46] Elapsed time 5.296 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.064259
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[47] Elapsed time 5.202 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.228738
INFO:root:Loading parameters from best epoch (37)
INFO:root:Epoch[48] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.33it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[48] Elapsed time 5.458 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.145646
INFO:root:Epoch[49] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[49] Elapsed time 5.127 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.813437
INFO:root:Epoch[50] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[50] Elapsed time 5.072 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.259434
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[51] Elapsed time 5.074 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.119110
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[52] Elapsed time 5.120 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.688287
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=7.29]
INFO:root:Epoch[53] Elapsed time 5.168 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.294467
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[54] Elapsed time 5.227 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.788808
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[55] Elapsed time 5.150 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.107789
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[56] Elapsed time 5.246 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.864036
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[57] Elapsed time 5.330 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.907799
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[58] Elapsed time 5.038 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.883183
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[59] Elapsed time 5.070 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.060267
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[60] Elapsed time 5.149 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.910928
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[61] Elapsed time 5.237 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.012575
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[62] Elapsed time 5.141 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.251620
INFO:root:Loading parameters from best epoch (52)
INFO:root:Epoch[63] Learning rate is 0.000125
100%|██████████| 100/100 [00:06<00:00, 16.41it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[63] Elapsed time 6.096 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.094474
INFO:root:Epoch[64] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[64] Elapsed time 5.107 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.657142
INFO:root:Epoch[65] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[65] Elapsed time 5.078 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.274531
INFO:root:Epoch[66] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[66] Elapsed time 5.066 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.927498
INFO:root:Epoch[67] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[67] Elapsed time 5.144 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.705129
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=7.51]
INFO:root:Epoch[68] Elapsed time 5.165 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.507196
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[69] Elapsed time 5.207 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.714647
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[70] Elapsed time 5.186 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.223804
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[71] Elapsed time 5.256 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.894561
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[72] Elapsed time 5.310 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.818447
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[73] Elapsed time 5.092 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.896064
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=7.23]
INFO:root:Epoch[74] Elapsed time 5.106 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.227352
INFO:root:Loading parameters from best epoch (64)
INFO:root:Epoch[75] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[75] Elapsed time 5.236 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.008528
INFO:root:Epoch[76] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[76] Elapsed time 5.182 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.928480
INFO:root:Epoch[77] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[77] Elapsed time 5.163 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.400287
INFO:root:Epoch[78] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.47it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[78] Elapsed time 5.418 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.924526
INFO:root:Epoch[79] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[79] Elapsed time 5.086 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.542786
INFO:root:Epoch[80] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[80] Elapsed time 5.071 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.412553
INFO:root:Epoch[81] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[81] Elapsed time 5.078 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.916517
INFO:root:Epoch[82] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[82] Elapsed time 5.129 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.715087
INFO:root:Epoch[83] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=7.67]
INFO:root:Epoch[83] Elapsed time 5.174 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.673833
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[84] Elapsed time 5.195 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.623546
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[85] Elapsed time 5.156 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.246886
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[86] Elapsed time 5.181 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.839861
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[87] Elapsed time 5.326 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.847508
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[88] Elapsed time 5.086 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.924882
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=7.23]
INFO:root:Epoch[89] Elapsed time 5.101 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.225730
INFO:root:Loading parameters from best epoch (79)
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[90] Elapsed time 5.253 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.939602
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[91] Elapsed time 5.238 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.877090
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[92] Elapsed time 5.168 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.349670
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.54it/s, avg_epoch_loss=7]
INFO:root:Epoch[93] Elapsed time 5.395 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.997403
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[94] Elapsed time 5.192 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.466085
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[95] Elapsed time 5.091 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.338636
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[96] Elapsed time 5.088 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.959326
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[97] Elapsed time 5.112 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.782107
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 16.72it/s, avg_epoch_loss=7.93]
INFO:root:Epoch[98] Elapsed time 5.986 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.925543
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[99] Elapsed time 5.158 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.382723
INFO:root:Loading parameters from best epoch (94)
INFO:root:Final loss: 5.466084504127503 (occurred at epoch 94)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:47<00:00, 35.10it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE     MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  1.497993  0.149235  22.5698            0.136994            0.098981    44   

   epochs  num_batches  
0     100          100  
Seed: 45
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661
100%|██████████| 100/100 [00:05<00:00, 18.45it/s, avg_epoch_loss=7.68]
INFO:root:Epoch[0] Elapsed time 5.423 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.680838
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.60it/s, avg_epoch_loss=7.66]
INFO:root:Epoch[1] Elapsed time 5.379 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.662108
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.46it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[2] Elapsed time 5.420 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.034881
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[3] Elapsed time 5.189 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.839742
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.25it/s, avg_epoch_loss=7.46]
INFO:root:Epoch[4] Elapsed time 5.482 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.463738
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[5] Elapsed time 5.102 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.799667
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[6] Elapsed time 5.093 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.877238
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[7] Elapsed time 5.078 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.606140
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[8] Elapsed time 5.136 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.437067
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=7.77]
INFO:root:Epoch[9] Elapsed time 5.232 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.766144
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[10] Elapsed time 5.140 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.744996
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 16.95it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[11] Elapsed time 5.901 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.587553
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[12] Elapsed time 5.224 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.154492
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[13] Elapsed time 5.253 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.910587
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[14] Elapsed time 5.070 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.581838
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[15] Elapsed time 5.121 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.099734
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[16] Elapsed time 5.303 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.974673
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[17] Elapsed time 5.137 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.019064
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[18] Elapsed time 5.163 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.014254
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.09it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[19] Elapsed time 5.532 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.800376
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[20] Elapsed time 5.093 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.311613
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[21] Elapsed time 5.061 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.480212
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[22] Elapsed time 5.127 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.404334
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[23] Elapsed time 5.249 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.595494
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=7.35]
INFO:root:Epoch[24] Elapsed time 5.284 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.351882
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[25] Elapsed time 5.187 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.249819
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[26] Elapsed time 5.197 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.644680
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[27] Elapsed time 5.351 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.095162
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[28] Elapsed time 5.148 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.363142
INFO:root:Epoch[29] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[29] Elapsed time 5.069 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.705460
INFO:root:Epoch[30] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[30] Elapsed time 5.139 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.170399
INFO:root:Epoch[31] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.65it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[31] Elapsed time 5.366 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.462064
INFO:root:Epoch[32] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6]
INFO:root:Epoch[32] Elapsed time 5.141 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.999145
INFO:root:Epoch[33] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[33] Elapsed time 5.182 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.974921
INFO:root:Epoch[34] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[34] Elapsed time 5.339 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.563771
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[35] Elapsed time 5.120 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.223466
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[36] Elapsed time 5.110 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.492048
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[37] Elapsed time 5.128 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.036245
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[38] Elapsed time 5.125 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.724943
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[39] Elapsed time 5.287 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.255112
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[40] Elapsed time 5.120 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.068916
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[41] Elapsed time 5.242 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.812945
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.18it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[42] Elapsed time 5.504 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.976686
INFO:root:Loading parameters from best epoch (32)
INFO:root:Epoch[43] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[43] Elapsed time 5.223 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.035803
INFO:root:Epoch[44] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[44] Elapsed time 5.072 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.799049
INFO:root:Epoch[45] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[45] Elapsed time 5.180 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.924005
INFO:root:Epoch[46] Learning rate is 0.00025
100%|██████████| 100/100 [00:06<00:00, 16.48it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[46] Elapsed time 6.069 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.199263
INFO:root:Epoch[47] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[47] Elapsed time 5.194 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.198366
INFO:root:Epoch[48] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[48] Elapsed time 5.401 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.113081
INFO:root:Epoch[49] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[49] Elapsed time 5.334 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.183076
INFO:root:Epoch[50] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[50] Elapsed time 5.132 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.275112
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[51] Elapsed time 5.050 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.459487
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[52] Elapsed time 5.115 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.862169
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[53] Elapsed time 5.134 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.099835
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[54] Elapsed time 5.276 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.078152
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[55] Elapsed time 5.268 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.114829
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[56] Elapsed time 5.177 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.920556
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[57] Elapsed time 5.351 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.928032
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[58] Elapsed time 5.068 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.942122
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[59] Elapsed time 5.116 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.916765
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[60] Elapsed time 5.128 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.799239
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[61] Elapsed time 5.286 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.945001
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[62] Elapsed time 5.172 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.249350
INFO:root:Loading parameters from best epoch (52)
INFO:root:Epoch[63] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.50it/s, avg_epoch_loss=7.24]
INFO:root:Epoch[63] Elapsed time 5.408 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.236509
INFO:root:Epoch[64] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[64] Elapsed time 5.118 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.976796
INFO:root:Epoch[65] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[65] Elapsed time 5.070 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.353275
INFO:root:Epoch[66] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[66] Elapsed time 5.063 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.190896
INFO:root:Epoch[67] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[67] Elapsed time 5.136 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.802156
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=7.33]
INFO:root:Epoch[68] Elapsed time 5.179 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.328858
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[69] Elapsed time 5.250 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.949634
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[70] Elapsed time 5.173 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.232995
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[71] Elapsed time 5.188 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.943362
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[72] Elapsed time 5.326 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.969283
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[73] Elapsed time 5.103 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.967503
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[74] Elapsed time 5.118 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.954673
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[75] Elapsed time 5.171 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.761846
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[76] Elapsed time 5.290 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.947668
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[77] Elapsed time 5.190 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.295639
INFO:root:Loading parameters from best epoch (67)
INFO:root:Epoch[78] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.39it/s, avg_epoch_loss=7.25]
INFO:root:Epoch[78] Elapsed time 5.441 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.250804
INFO:root:Epoch[79] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[79] Elapsed time 5.075 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.761915
INFO:root:Epoch[80] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 17.25it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[80] Elapsed time 5.800 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.339146
INFO:root:Epoch[81] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[81] Elapsed time 5.050 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.067348
INFO:root:Epoch[82] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[82] Elapsed time 5.128 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.814021
INFO:root:Epoch[83] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=7.7]
INFO:root:Epoch[83] Elapsed time 5.198 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.702426
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[84] Elapsed time 5.252 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.800981
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[85] Elapsed time 5.200 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.273778
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.96]
INFO:root:Epoch[86] Elapsed time 5.183 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.958917
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[87] Elapsed time 5.332 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.834013
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[88] Elapsed time 5.161 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.913188
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[89] Elapsed time 5.098 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.066128
INFO:root:Loading parameters from best epoch (79)
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[90] Elapsed time 5.228 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.874131
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[91] Elapsed time 5.314 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.799027
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[92] Elapsed time 5.179 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.503160
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.44it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[93] Elapsed time 5.427 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.992231
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[94] Elapsed time 5.090 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.641222
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[95] Elapsed time 5.080 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.410956
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[96] Elapsed time 5.106 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.068437
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[97] Elapsed time 5.157 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.853424
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=7.93]
INFO:root:Epoch[98] Elapsed time 5.267 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.934292
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[99] Elapsed time 5.124 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.427554
INFO:root:Loading parameters from best epoch (94)
INFO:root:Final loss: 5.641222472190857 (occurred at epoch 94)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [23:00<00:00, 34.78it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.919739  0.166506  33.174753            0.157721            0.090633   

   seed  epochs  num_batches  
0    45     100          100  
Seed: 46
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661
100%|██████████| 100/100 [00:05<00:00, 18.19it/s, avg_epoch_loss=7.47]
INFO:root:Epoch[0] Elapsed time 5.503 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.469399
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=7.58]
INFO:root:Epoch[1] Elapsed time 5.286 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.584981
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.20it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[2] Elapsed time 5.499 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.975284
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[3] Elapsed time 5.195 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.851929
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.07it/s, avg_epoch_loss=7.4]
INFO:root:Epoch[4] Elapsed time 5.536 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.399633
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[5] Elapsed time 5.114 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.219130
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[6] Elapsed time 5.080 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.811013
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[7] Elapsed time 5.133 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.444119
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[8] Elapsed time 5.157 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.418253
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=7.67]
INFO:root:Epoch[9] Elapsed time 5.289 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.673198
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[10] Elapsed time 5.199 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.490993
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[11] Elapsed time 5.192 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.725921
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[12] Elapsed time 5.307 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.116279
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[13] Elapsed time 5.201 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.743476
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[14] Elapsed time 5.091 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.484901
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=7.23]
INFO:root:Epoch[15] Elapsed time 5.108 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.233748
INFO:root:Loading parameters from best epoch (5)
INFO:root:Epoch[16] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[16] Elapsed time 5.350 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.174106
INFO:root:Epoch[17] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[17] Elapsed time 5.132 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.947745
INFO:root:Epoch[18] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=7.21]
INFO:root:Epoch[18] Elapsed time 5.178 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.214285
INFO:root:Epoch[19] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.57it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[19] Elapsed time 5.388 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.830807
INFO:root:Epoch[20] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[20] Elapsed time 5.074 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.210419
INFO:root:Epoch[21] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[21] Elapsed time 5.118 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.594970
INFO:root:Epoch[22] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[22] Elapsed time 5.122 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.254660
INFO:root:Epoch[23] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[23] Elapsed time 5.147 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.748178
INFO:root:Epoch[24] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=7.54]
INFO:root:Epoch[24] Elapsed time 5.341 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.538125
INFO:root:Epoch[25] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[25] Elapsed time 5.143 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.296602
INFO:root:Epoch[26] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 17.05it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[26] Elapsed time 5.868 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.864569
INFO:root:Epoch[27] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.32it/s, avg_epoch_loss=7.24]
INFO:root:Epoch[27] Elapsed time 5.462 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.241261
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[28] Elapsed time 5.092 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.520794
INFO:root:Epoch[29] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=7]
INFO:root:Epoch[29] Elapsed time 5.091 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=7.002060
INFO:root:Epoch[30] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=7.27]
INFO:root:Epoch[30] Elapsed time 5.125 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.266877
INFO:root:Epoch[31] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[31] Elapsed time 5.392 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.647057
INFO:root:Epoch[32] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[32] Elapsed time 5.237 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.266088
INFO:root:Epoch[33] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[33] Elapsed time 5.291 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.092427
INFO:root:Epoch[34] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[34] Elapsed time 5.266 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.528965
INFO:root:Epoch[35] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[35] Elapsed time 5.123 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.416321
INFO:root:Epoch[36] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[36] Elapsed time 5.050 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.573998
INFO:root:Epoch[37] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[37] Elapsed time 5.143 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.017158
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[38] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.46]
INFO:root:Epoch[38] Elapsed time 5.139 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.458232
INFO:root:Epoch[39] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=7.45]
INFO:root:Epoch[39] Elapsed time 5.283 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.449270
INFO:root:Epoch[40] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[40] Elapsed time 5.137 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.479371
INFO:root:Epoch[41] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[41] Elapsed time 5.279 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.145061
INFO:root:Epoch[42] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.17it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[42] Elapsed time 5.509 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.170545
INFO:root:Epoch[43] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[43] Elapsed time 5.105 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.461238
INFO:root:Epoch[44] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=7.34]
INFO:root:Epoch[44] Elapsed time 5.179 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.342702
INFO:root:Epoch[45] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[45] Elapsed time 5.164 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=7.120464
INFO:root:Epoch[46] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[46] Elapsed time 5.351 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.306633
INFO:root:Epoch[47] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[47] Elapsed time 5.311 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.588965
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[48] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=7.58]
INFO:root:Epoch[48] Elapsed time 5.390 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.577718
INFO:root:Epoch[49] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[49] Elapsed time 5.118 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.289640
INFO:root:Epoch[50] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[50] Elapsed time 5.078 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.635140
INFO:root:Epoch[51] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[51] Elapsed time 5.081 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.493216
INFO:root:Epoch[52] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[52] Elapsed time 5.147 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.169237
INFO:root:Epoch[53] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=7.81]
INFO:root:Epoch[53] Elapsed time 5.222 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.813900
INFO:root:Epoch[54] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[54] Elapsed time 5.252 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.040091
INFO:root:Epoch[55] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[55] Elapsed time 5.179 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.574381
INFO:root:Epoch[56] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[56] Elapsed time 5.197 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.144769
INFO:root:Epoch[57] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=7.23]
INFO:root:Epoch[57] Elapsed time 5.293 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.232248
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[58] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[58] Elapsed time 5.105 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.466360
INFO:root:Epoch[59] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=7.53]
INFO:root:Epoch[59] Elapsed time 5.078 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.525390
INFO:root:Epoch[60] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 16.72it/s, avg_epoch_loss=7.23]
INFO:root:Epoch[60] Elapsed time 5.982 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.230976
INFO:root:Epoch[61] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[61] Elapsed time 5.149 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.160568
INFO:root:Epoch[62] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[62] Elapsed time 5.154 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.917535
INFO:root:Epoch[63] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.44it/s, avg_epoch_loss=7.38]
INFO:root:Epoch[63] Elapsed time 5.425 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.382829
INFO:root:Epoch[64] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[64] Elapsed time 5.078 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.156557
INFO:root:Epoch[65] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[65] Elapsed time 5.077 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.725564
INFO:root:Epoch[66] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[66] Elapsed time 5.092 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.407329
INFO:root:Epoch[67] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[67] Elapsed time 5.152 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.165022
INFO:root:Epoch[68] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=8.08]
INFO:root:Epoch[68] Elapsed time 5.244 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=8.079825
INFO:root:Epoch[69] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[69] Elapsed time 5.210 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.731187
INFO:root:Epoch[70] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[70] Elapsed time 5.177 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.518803
INFO:root:Epoch[71] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[71] Elapsed time 5.202 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.215276
INFO:root:Epoch[72] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=7.13]
INFO:root:Epoch[72] Elapsed time 5.281 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=7.133761
INFO:root:Epoch[73] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[73] Elapsed time 5.069 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.525579
INFO:root:Epoch[74] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=7.32]
INFO:root:Epoch[74] Elapsed time 5.073 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.323958
INFO:root:Epoch[75] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[75] Elapsed time 5.351 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.113913
INFO:root:Epoch[76] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[76] Elapsed time 5.117 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.010707
INFO:root:Epoch[77] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[77] Elapsed time 5.213 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.946604
INFO:root:Epoch[78] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=7.21]
INFO:root:Epoch[78] Elapsed time 5.398 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.205050
INFO:root:Epoch[79] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[79] Elapsed time 5.097 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.103083
INFO:root:Epoch[80] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[80] Elapsed time 5.051 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.692315
INFO:root:Epoch[81] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[81] Elapsed time 5.080 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.343996
INFO:root:Epoch[82] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[82] Elapsed time 5.127 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.182174
INFO:root:Epoch[83] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=8.03]
INFO:root:Epoch[83] Elapsed time 5.265 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=8.029802
INFO:root:Epoch[84] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[84] Elapsed time 5.133 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.625959
INFO:root:Epoch[85] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[85] Elapsed time 5.186 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.486888
INFO:root:Epoch[86] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[86] Elapsed time 5.218 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.145550
INFO:root:Epoch[87] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=7]
INFO:root:Epoch[87] Elapsed time 5.327 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.995882
INFO:root:Epoch[88] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[88] Elapsed time 5.120 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.515290
INFO:root:Epoch[89] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=7.27]
INFO:root:Epoch[89] Elapsed time 5.053 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.273697
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[90] Elapsed time 5.320 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=7.048813
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[91] Elapsed time 5.160 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.772489
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[92] Elapsed time 5.210 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=7.017320
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[93] Elapsed time 5.399 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.028547
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[94] Elapsed time 5.088 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.992455
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.04it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[95] Elapsed time 5.871 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.673336
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[96] Elapsed time 5.169 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.255572
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[97] Elapsed time 5.101 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.210194
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.45it/s, avg_epoch_loss=7.88]
INFO:root:Epoch[98] Elapsed time 5.423 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.879064
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[99] Elapsed time 5.158 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.490222
INFO:root:Loading parameters from best epoch (91)
INFO:root:Final loss: 5.772489452362061 (occurred at epoch 91)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:51<00:00, 34.99it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
      MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  3.27564  0.213442  84.388429            0.221887            0.104425    46   

   epochs  num_batches  
0     100          100  
Seed: 47
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661
100%|██████████| 100/100 [00:05<00:00, 18.35it/s, avg_epoch_loss=7.56]
INFO:root:Epoch[0] Elapsed time 5.452 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.564522
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=7.65]
INFO:root:Epoch[1] Elapsed time 5.233 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.645056
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.49it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[2] Elapsed time 5.410 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.044197
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[3] Elapsed time 5.223 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.895265
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.38it/s, avg_epoch_loss=7.44]
INFO:root:Epoch[4] Elapsed time 5.446 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.438378
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[5] Elapsed time 5.016 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.589772
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[6] Elapsed time 5.065 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.863193
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[7] Elapsed time 5.276 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.567570
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.89it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[8] Elapsed time 5.592 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.350867
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=7.79]
INFO:root:Epoch[9] Elapsed time 5.256 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.791692
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[10] Elapsed time 5.169 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.794490
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[11] Elapsed time 5.185 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.708627
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=7.18]
INFO:root:Epoch[12] Elapsed time 5.293 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.177149
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[13] Elapsed time 5.221 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.879504
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[14] Elapsed time 5.094 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.651145
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=7.21]
INFO:root:Epoch[15] Elapsed time 5.106 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.205096
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[16] Elapsed time 5.310 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.845015
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[17] Elapsed time 5.143 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.026589
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[18] Elapsed time 5.176 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.013278
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[19] Elapsed time 5.373 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.619446
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[20] Elapsed time 5.080 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.231650
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[21] Elapsed time 5.054 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.426817
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[22] Elapsed time 5.128 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.091455
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[23] Elapsed time 5.097 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.638793
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=7.25]
INFO:root:Epoch[24] Elapsed time 5.310 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.249866
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[25] Elapsed time 5.104 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.195881
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[26] Elapsed time 5.233 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.773127
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.63it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[27] Elapsed time 5.369 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.007697
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[28] Elapsed time 5.136 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.207742
INFO:root:Epoch[29] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[29] Elapsed time 5.076 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.940006
INFO:root:Epoch[30] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[30] Elapsed time 5.120 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.028891
INFO:root:Epoch[31] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[31] Elapsed time 5.327 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.432140
INFO:root:Epoch[32] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[32] Elapsed time 5.157 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.273926
INFO:root:Epoch[33] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[33] Elapsed time 5.339 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.084946
INFO:root:Epoch[34] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[34] Elapsed time 5.192 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.127737
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[35] Elapsed time 5.078 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.329344
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[36] Elapsed time 5.064 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.233195
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[37] Elapsed time 5.124 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.926015
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[38] Elapsed time 5.196 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.201333
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[39] Elapsed time 5.228 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.899003
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[40] Elapsed time 5.181 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.186964
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[41] Elapsed time 5.185 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.862726
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 16.77it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[42] Elapsed time 5.964 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.874671
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[43] Elapsed time 5.078 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.963249
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[44] Elapsed time 5.096 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.982283
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[45] Elapsed time 5.218 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.829704
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[46] Elapsed time 5.215 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.962555
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[47] Elapsed time 5.158 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.432113
INFO:root:Loading parameters from best epoch (37)
INFO:root:Epoch[48] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.41it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[48] Elapsed time 5.433 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.043267
INFO:root:Epoch[49] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[49] Elapsed time 5.093 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.790613
INFO:root:Epoch[50] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[50] Elapsed time 5.087 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.430295
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[51] Elapsed time 5.089 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.055007
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[52] Elapsed time 5.133 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.805342
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=7.65]
INFO:root:Epoch[53] Elapsed time 5.236 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.654998
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[54] Elapsed time 5.183 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.596212
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[55] Elapsed time 5.190 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.223137
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[56] Elapsed time 5.177 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.923359
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[57] Elapsed time 5.289 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.774736
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[58] Elapsed time 5.091 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.919867
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[59] Elapsed time 5.095 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.080409
INFO:root:Loading parameters from best epoch (49)
INFO:root:Epoch[60] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[60] Elapsed time 5.244 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.072245
INFO:root:Epoch[61] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[61] Elapsed time 5.237 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.813670
INFO:root:Epoch[62] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[62] Elapsed time 5.159 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.524069
INFO:root:Epoch[63] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[63] Elapsed time 5.401 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.028686
INFO:root:Epoch[64] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[64] Elapsed time 5.109 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.741834
INFO:root:Epoch[65] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[65] Elapsed time 5.063 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.469688
INFO:root:Epoch[66] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6]
INFO:root:Epoch[66] Elapsed time 5.075 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.003250
INFO:root:Epoch[67] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[67] Elapsed time 5.133 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.794816
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=7.76]
INFO:root:Epoch[68] Elapsed time 5.193 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.758527
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[69] Elapsed time 5.195 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.637454
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[70] Elapsed time 5.206 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.252321
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[71] Elapsed time 5.206 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.936577
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[72] Elapsed time 5.316 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.742498
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[73] Elapsed time 5.090 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.027647
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[74] Elapsed time 5.085 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.105373
INFO:root:Loading parameters from best epoch (64)
INFO:root:Epoch[75] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[75] Elapsed time 5.334 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.888825
INFO:root:Epoch[76] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[76] Elapsed time 5.153 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.683978
INFO:root:Epoch[77] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 17.17it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[77] Elapsed time 5.824 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.558789
INFO:root:Epoch[78] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.46it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[78] Elapsed time 5.420 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.048200
INFO:root:Epoch[79] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[79] Elapsed time 5.101 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.661038
INFO:root:Epoch[80] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[80] Elapsed time 5.073 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.422022
INFO:root:Epoch[81] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[81] Elapsed time 5.114 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.034949
INFO:root:Epoch[82] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[82] Elapsed time 5.121 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.838922
INFO:root:Epoch[83] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=7.95]
INFO:root:Epoch[83] Elapsed time 5.272 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.951641
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[84] Elapsed time 5.179 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.401356
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[85] Elapsed time 5.175 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.234632
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[86] Elapsed time 5.219 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.980089
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[87] Elapsed time 5.308 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.696242
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[88] Elapsed time 5.081 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.184905
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[89] Elapsed time 5.103 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.045288
INFO:root:Loading parameters from best epoch (79)
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.64it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[90] Elapsed time 5.366 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.874200
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[91] Elapsed time 5.122 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.544216
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[92] Elapsed time 5.203 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.702102
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.52it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[93] Elapsed time 5.402 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.864566
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[94] Elapsed time 5.102 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.730849
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[95] Elapsed time 5.070 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.412165
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[96] Elapsed time 5.129 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.964868
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[97] Elapsed time 5.130 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.975191
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=7.95]
INFO:root:Epoch[98] Elapsed time 5.289 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.952695
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[99] Elapsed time 5.142 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.262398
INFO:root:Loading parameters from best epoch (91)
INFO:root:Final loss: 5.544216027259827 (occurred at epoch 91)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:42<00:00, 35.22it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.606143  0.152812  25.930324            0.142082            0.100481   

   seed  epochs  num_batches  
0    47     100          100  
Seed: 48
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661
100%|██████████| 100/100 [00:05<00:00, 18.33it/s, avg_epoch_loss=7.61]
INFO:root:Epoch[0] Elapsed time 5.461 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.606053
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=7.6]
INFO:root:Epoch[1] Elapsed time 5.246 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.601416
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.29it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[2] Elapsed time 5.469 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.098072
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[3] Elapsed time 5.208 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.980592
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.20it/s, avg_epoch_loss=7.52]
INFO:root:Epoch[4] Elapsed time 5.495 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.521626
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[5] Elapsed time 5.060 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.482413
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[6] Elapsed time 5.213 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.900555
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[7] Elapsed time 5.134 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.638657
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[8] Elapsed time 5.197 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.471326
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=7.78]
INFO:root:Epoch[9] Elapsed time 5.299 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.778261
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[10] Elapsed time 5.157 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.594928
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[11] Elapsed time 5.300 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.691027
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.41it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[12] Elapsed time 5.436 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.170319
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[13] Elapsed time 5.184 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.744028
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[14] Elapsed time 5.080 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.611388
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[15] Elapsed time 5.117 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.193400
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[16] Elapsed time 5.347 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.885460
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[17] Elapsed time 5.138 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.102677
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[18] Elapsed time 5.156 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.971495
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.32it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[19] Elapsed time 5.461 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.765017
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[20] Elapsed time 5.065 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.279325
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[21] Elapsed time 5.075 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.421640
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[22] Elapsed time 5.148 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.156490
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[23] Elapsed time 5.152 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.496386
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=7.33]
INFO:root:Epoch[24] Elapsed time 5.335 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.328621
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[25] Elapsed time 5.166 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.389024
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 16.93it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[26] Elapsed time 5.908 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.634134
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[27] Elapsed time 5.374 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.099109
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[28] Elapsed time 5.063 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.328614
INFO:root:Epoch[29] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[29] Elapsed time 5.086 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.644762
INFO:root:Epoch[30] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[30] Elapsed time 5.142 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.153697
INFO:root:Epoch[31] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[31] Elapsed time 5.341 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.594327
INFO:root:Epoch[32] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[32] Elapsed time 5.166 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.921706
INFO:root:Epoch[33] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[33] Elapsed time 5.209 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.985832
INFO:root:Epoch[34] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[34] Elapsed time 5.316 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.438221
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[35] Elapsed time 5.098 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.170646
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[36] Elapsed time 5.055 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.365856
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[37] Elapsed time 5.105 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.870185
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[38] Elapsed time 5.118 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.739758
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[39] Elapsed time 5.305 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.219790
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[40] Elapsed time 5.136 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.096893
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[41] Elapsed time 5.206 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.826136
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[42] Elapsed time 5.391 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.021041
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[43] Elapsed time 5.072 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.018736
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[44] Elapsed time 5.106 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.569308
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[45] Elapsed time 5.094 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.965302
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.65it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[46] Elapsed time 5.363 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.299184
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[47] Elapsed time 5.159 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.137819
INFO:root:Loading parameters from best epoch (37)
INFO:root:Epoch[48] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[48] Elapsed time 5.324 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.142199
INFO:root:Epoch[49] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[49] Elapsed time 5.227 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.147652
INFO:root:Epoch[50] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[50] Elapsed time 5.062 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.199661
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[51] Elapsed time 5.065 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.277779
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[52] Elapsed time 5.123 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.775283
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[53] Elapsed time 5.154 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.053577
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=7.13]
INFO:root:Epoch[54] Elapsed time 5.264 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.127088
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[55] Elapsed time 5.179 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.085163
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[56] Elapsed time 5.254 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.879185
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[57] Elapsed time 5.334 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.903385
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[58] Elapsed time 5.094 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.871439
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[59] Elapsed time 5.085 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.930355
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 17.21it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[60] Elapsed time 5.813 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.782492
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[61] Elapsed time 5.307 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.022334
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[62] Elapsed time 5.147 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.230041
INFO:root:Loading parameters from best epoch (52)
INFO:root:Epoch[63] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.57it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[63] Elapsed time 5.389 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.186613
INFO:root:Epoch[64] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[64] Elapsed time 5.165 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.994430
INFO:root:Epoch[65] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[65] Elapsed time 5.080 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.293106
INFO:root:Epoch[66] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[66] Elapsed time 5.068 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.086707
INFO:root:Epoch[67] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[67] Elapsed time 5.129 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.728739
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=7.41]
INFO:root:Epoch[68] Elapsed time 5.166 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.409430
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[69] Elapsed time 5.220 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.904025
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[70] Elapsed time 5.182 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.273230
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[71] Elapsed time 5.198 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.887708
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[72] Elapsed time 5.320 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.858726
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[73] Elapsed time 5.062 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.888608
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[74] Elapsed time 5.091 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.968426
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[75] Elapsed time 5.144 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.817741
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[76] Elapsed time 5.284 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.037817
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[77] Elapsed time 5.144 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.119988
INFO:root:Loading parameters from best epoch (67)
INFO:root:Epoch[78] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[78] Elapsed time 5.352 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.154336
INFO:root:Epoch[79] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[79] Elapsed time 5.146 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.868747
INFO:root:Epoch[80] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[80] Elapsed time 5.092 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.251602
INFO:root:Epoch[81] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[81] Elapsed time 5.056 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.103946
INFO:root:Epoch[82] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[82] Elapsed time 5.155 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.698070
INFO:root:Epoch[83] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=7.57]
INFO:root:Epoch[83] Elapsed time 5.213 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.566546
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[84] Elapsed time 5.254 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.792613
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[85] Elapsed time 5.174 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.259432
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[86] Elapsed time 5.202 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.905269
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[87] Elapsed time 5.321 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.782585
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[88] Elapsed time 5.102 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.919131
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[89] Elapsed time 5.087 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.091652
INFO:root:Epoch[90] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[90] Elapsed time 5.228 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.859283
INFO:root:Epoch[91] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[91] Elapsed time 5.188 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.767348
INFO:root:Epoch[92] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[92] Elapsed time 5.162 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.510803
INFO:root:Loading parameters from best epoch (82)
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.61it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[93] Elapsed time 5.376 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.092312
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[94] Elapsed time 5.069 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.613966
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.64it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[95] Elapsed time 5.671 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.355214
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[96] Elapsed time 5.117 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.967180
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[97] Elapsed time 5.127 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.727745
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=7.87]
INFO:root:Epoch[98] Elapsed time 5.215 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.867683
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[99] Elapsed time 5.268 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.526824
INFO:root:Loading parameters from best epoch (94)
INFO:root:Final loss: 5.613965773582459 (occurred at epoch 94)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:38<00:00, 35.33it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
      MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  2.16966  0.181237  36.612989            0.166937            0.085097    48   

   epochs  num_batches  
0     100          100  
Seed: 49
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661
100%|██████████| 100/100 [00:05<00:00, 18.27it/s, avg_epoch_loss=7.48]
INFO:root:Epoch[0] Elapsed time 5.476 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.477127
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=7.57]
INFO:root:Epoch[1] Elapsed time 5.253 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.567668
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.48it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[2] Elapsed time 5.416 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.905640
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[3] Elapsed time 5.319 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.864727
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.67it/s, avg_epoch_loss=7.46]
INFO:root:Epoch[4] Elapsed time 5.661 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.459012
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[5] Elapsed time 5.103 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.303009
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[6] Elapsed time 5.085 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.843868
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[7] Elapsed time 5.145 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.533030
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[8] Elapsed time 5.259 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.293931
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=7.76]
INFO:root:Epoch[9] Elapsed time 5.306 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.758851
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.06it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[10] Elapsed time 5.864 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.521338
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[11] Elapsed time 5.230 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.572780
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[12] Elapsed time 5.287 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.172432
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[13] Elapsed time 5.226 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.840677
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[14] Elapsed time 5.156 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.586096
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[15] Elapsed time 5.083 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.203238
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.12it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[16] Elapsed time 5.523 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.922568
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[17] Elapsed time 5.222 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.861201
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=7]
INFO:root:Epoch[18] Elapsed time 5.310 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.004805
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.43it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[19] Elapsed time 5.428 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.787799
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[20] Elapsed time 5.149 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.266784
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[21] Elapsed time 5.109 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.403539
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[22] Elapsed time 5.127 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.107402
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[23] Elapsed time 5.198 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.659967
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.30it/s, avg_epoch_loss=7.34]
INFO:root:Epoch[24] Elapsed time 5.467 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.338416
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[25] Elapsed time 5.281 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.089321
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[26] Elapsed time 5.220 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.606635
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.42it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[27] Elapsed time 5.433 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.028626
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[28] Elapsed time 5.159 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.458234
INFO:root:Epoch[29] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[29] Elapsed time 5.183 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.566162
INFO:root:Epoch[30] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.18]
INFO:root:Epoch[30] Elapsed time 5.114 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.175673
INFO:root:Epoch[31] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[31] Elapsed time 5.401 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.472002
INFO:root:Epoch[32] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6]
INFO:root:Epoch[32] Elapsed time 5.179 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.004013
INFO:root:Epoch[33] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[33] Elapsed time 5.264 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.016529
INFO:root:Epoch[34] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.52it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[34] Elapsed time 5.400 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.473458
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[35] Elapsed time 5.147 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.237328
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[36] Elapsed time 5.099 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.385831
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[37] Elapsed time 5.159 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.860052
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[38] Elapsed time 5.157 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.806150
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[39] Elapsed time 5.323 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.164311
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[40] Elapsed time 5.183 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.032399
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[41] Elapsed time 5.320 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.833061
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.65it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[42] Elapsed time 5.363 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.872506
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[43] Elapsed time 5.141 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.947224
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 17.30it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[44] Elapsed time 5.782 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.017744
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[45] Elapsed time 5.153 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.814357
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[46] Elapsed time 5.323 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.030551
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[47] Elapsed time 5.177 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.320057
INFO:root:Loading parameters from best epoch (37)
INFO:root:Epoch[48] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.52it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[48] Elapsed time 5.402 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.165706
INFO:root:Epoch[49] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[49] Elapsed time 5.252 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.849896
INFO:root:Epoch[50] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[50] Elapsed time 5.091 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.365553
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[51] Elapsed time 5.149 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.096480
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[52] Elapsed time 5.249 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.810898
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=7.51]
INFO:root:Epoch[53] Elapsed time 5.211 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.511703
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[54] Elapsed time 5.247 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.650232
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[55] Elapsed time 5.179 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.213131
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[56] Elapsed time 5.253 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.929531
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[57] Elapsed time 5.345 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.817441
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[58] Elapsed time 5.117 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.900717
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[59] Elapsed time 5.091 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.029018
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[60] Elapsed time 5.287 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.892031
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[61] Elapsed time 5.293 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.727026
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[62] Elapsed time 5.215 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.437670
INFO:root:Epoch[63] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.39it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[63] Elapsed time 5.440 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.972975
INFO:root:Epoch[64] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[64] Elapsed time 5.094 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.587625
INFO:root:Epoch[65] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[65] Elapsed time 5.089 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.451851
INFO:root:Epoch[66] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[66] Elapsed time 5.109 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.056173
INFO:root:Epoch[67] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[67] Elapsed time 5.152 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.784335
INFO:root:Epoch[68] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=7.61]
INFO:root:Epoch[68] Elapsed time 5.273 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.609497
INFO:root:Epoch[69] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[69] Elapsed time 5.215 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.376118
INFO:root:Epoch[70] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[70] Elapsed time 5.196 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.168066
INFO:root:Epoch[71] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[71] Elapsed time 5.240 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.804207
INFO:root:Epoch[72] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[72] Elapsed time 5.307 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.658939
INFO:root:Epoch[73] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[73] Elapsed time 5.159 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.988720
INFO:root:Epoch[74] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[74] Elapsed time 5.080 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.936662
INFO:root:Loading parameters from best epoch (64)
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[75] Elapsed time 5.318 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.974997
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[76] Elapsed time 5.153 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.609569
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[77] Elapsed time 5.195 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.609359
INFO:root:Epoch[78] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 17.93it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[78] Elapsed time 5.580 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.922649
INFO:root:Epoch[79] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 17.68it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[79] Elapsed time 5.660 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.628311
INFO:root:Epoch[80] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[80] Elapsed time 5.120 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.371147
INFO:root:Epoch[81] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[81] Elapsed time 5.199 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.011373
INFO:root:Epoch[82] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[82] Elapsed time 5.146 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.799075
INFO:root:Epoch[83] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=7.72]
INFO:root:Epoch[83] Elapsed time 5.301 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.719896
INFO:root:Epoch[84] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[84] Elapsed time 5.210 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.383692
INFO:root:Loading parameters from best epoch (64)
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.52it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[85] Elapsed time 5.403 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.103892
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[86] Elapsed time 5.239 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.974042
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[87] Elapsed time 5.318 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.724243
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[88] Elapsed time 5.192 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.017161
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[89] Elapsed time 5.047 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.019965
INFO:root:Epoch[90] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[90] Elapsed time 5.310 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.833595
INFO:root:Epoch[91] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[91] Elapsed time 5.160 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.678628
INFO:root:Epoch[92] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[92] Elapsed time 5.169 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.582194
INFO:root:Epoch[93] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.41it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[93] Elapsed time 5.433 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.945040
INFO:root:Epoch[94] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[94] Elapsed time 5.116 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.650513
INFO:root:Loading parameters from best epoch (64)
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[95] Elapsed time 5.085 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.415553
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[96] Elapsed time 5.111 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.010275
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[97] Elapsed time 5.156 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.919608
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=7.94]
INFO:root:Epoch[98] Elapsed time 5.287 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.938464
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[99] Elapsed time 5.146 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.163496
INFO:root:Loading parameters from best epoch (64)
INFO:root:Final loss: 5.587625241279602 (occurred at epoch 64)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:40<00:00, 35.28it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
     MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  1.1083  0.140629  21.553964            0.124761            0.090033    49   

   epochs  num_batches  
0     100          100  
Seed: 50
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661
100%|██████████| 100/100 [00:05<00:00, 18.33it/s, avg_epoch_loss=7.46]
INFO:root:Epoch[0] Elapsed time 5.457 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.457014
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=7.62]
INFO:root:Epoch[1] Elapsed time 5.315 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.620613
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.04it/s, avg_epoch_loss=7]
INFO:root:Epoch[2] Elapsed time 5.546 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.002595
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[3] Elapsed time 5.208 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.946253
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.94it/s, avg_epoch_loss=7.48]
INFO:root:Epoch[4] Elapsed time 5.577 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.477988
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[5] Elapsed time 5.152 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.280243
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[6] Elapsed time 5.146 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.823689
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[7] Elapsed time 5.091 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.499442
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[8] Elapsed time 5.163 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.356663
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=7.7]
INFO:root:Epoch[9] Elapsed time 5.317 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.702785
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[10] Elapsed time 5.186 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.678098
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[11] Elapsed time 5.207 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.671215
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[12] Elapsed time 5.269 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.156151
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[13] Elapsed time 5.233 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.784606
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[14] Elapsed time 5.122 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.487962
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=7.13]
INFO:root:Epoch[15] Elapsed time 5.085 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.128720
INFO:root:Loading parameters from best epoch (5)
INFO:root:Epoch[16] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=7.42]
INFO:root:Epoch[16] Elapsed time 5.342 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.416218
INFO:root:Epoch[17] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[17] Elapsed time 5.161 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.859272
INFO:root:Epoch[18] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=7.28]
INFO:root:Epoch[18] Elapsed time 5.195 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.279812
INFO:root:Epoch[19] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.57it/s, avg_epoch_loss=7]
INFO:root:Epoch[19] Elapsed time 5.388 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.997787
INFO:root:Epoch[20] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[20] Elapsed time 5.088 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.231307
INFO:root:Epoch[21] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[21] Elapsed time 5.108 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.645055
INFO:root:Epoch[22] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[22] Elapsed time 5.119 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.399958
INFO:root:Epoch[23] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[23] Elapsed time 5.137 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.737415
INFO:root:Epoch[24] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=7.54]
INFO:root:Epoch[24] Elapsed time 5.330 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.539758
INFO:root:Epoch[25] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[25] Elapsed time 5.169 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.299291
INFO:root:Epoch[26] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[26] Elapsed time 5.228 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.879822
INFO:root:Epoch[27] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.63it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[27] Elapsed time 5.372 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.261269
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 17.25it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[28] Elapsed time 5.800 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.500726
INFO:root:Epoch[29] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[29] Elapsed time 5.095 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=7.037188
INFO:root:Epoch[30] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=7.3]
INFO:root:Epoch[30] Elapsed time 5.115 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.298855
INFO:root:Epoch[31] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[31] Elapsed time 5.330 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.742443
INFO:root:Epoch[32] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[32] Elapsed time 5.171 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.145552
INFO:root:Epoch[33] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[33] Elapsed time 5.242 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.151944
INFO:root:Epoch[34] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[34] Elapsed time 5.303 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.719916
INFO:root:Epoch[35] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[35] Elapsed time 5.073 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.423689
INFO:root:Epoch[36] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[36] Elapsed time 5.081 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.653916
INFO:root:Epoch[37] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[37] Elapsed time 5.134 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.120348
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[38] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.27]
INFO:root:Epoch[38] Elapsed time 5.139 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.265991
INFO:root:Epoch[39] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=7.58]
INFO:root:Epoch[39] Elapsed time 5.298 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.579222
INFO:root:Epoch[40] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[40] Elapsed time 5.164 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.492619
INFO:root:Epoch[41] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[41] Elapsed time 5.236 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.202656
INFO:root:Epoch[42] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[42] Elapsed time 5.333 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.216275
INFO:root:Epoch[43] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[43] Elapsed time 5.072 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.527956
INFO:root:Epoch[44] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[44] Elapsed time 5.122 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.194469
INFO:root:Epoch[45] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[45] Elapsed time 5.139 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=7.135344
INFO:root:Epoch[46] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[46] Elapsed time 5.311 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.540507
INFO:root:Epoch[47] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[47] Elapsed time 5.150 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.444684
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[48] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=7.76]
INFO:root:Epoch[48] Elapsed time 5.355 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.763681
INFO:root:Epoch[49] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[49] Elapsed time 5.193 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.430790
INFO:root:Epoch[50] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[50] Elapsed time 5.066 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.620181
INFO:root:Epoch[51] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[51] Elapsed time 5.080 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.657236
INFO:root:Epoch[52] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[52] Elapsed time 5.178 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.209225
INFO:root:Epoch[53] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=7.67]
INFO:root:Epoch[53] Elapsed time 5.185 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.669665
INFO:root:Epoch[54] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=7.24]
INFO:root:Epoch[54] Elapsed time 5.267 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.235434
INFO:root:Epoch[55] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[55] Elapsed time 5.221 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.568150
INFO:root:Epoch[56] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=7.18]
INFO:root:Epoch[56] Elapsed time 5.195 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.179712
INFO:root:Epoch[57] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=7.13]
INFO:root:Epoch[57] Elapsed time 5.339 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.130664
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[58] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[58] Elapsed time 5.112 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.500686
INFO:root:Epoch[59] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=7.56]
INFO:root:Epoch[59] Elapsed time 5.078 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.559634
INFO:root:Epoch[60] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[60] Elapsed time 5.189 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.169775
INFO:root:Epoch[61] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[61] Elapsed time 5.257 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.367492
INFO:root:Epoch[62] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.37it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[62] Elapsed time 5.445 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.765860
INFO:root:Epoch[63] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.12it/s, avg_epoch_loss=7.39]
INFO:root:Epoch[63] Elapsed time 5.844 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.387874
INFO:root:Epoch[64] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[64] Elapsed time 5.080 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.322950
INFO:root:Epoch[65] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[65] Elapsed time 5.106 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.685806
INFO:root:Epoch[66] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[66] Elapsed time 5.092 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.468734
INFO:root:Epoch[67] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[67] Elapsed time 5.150 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.209415
INFO:root:Epoch[68] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=7.92]
INFO:root:Epoch[68] Elapsed time 5.190 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.916669
INFO:root:Epoch[69] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[69] Elapsed time 5.252 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=7.088307
INFO:root:Epoch[70] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[70] Elapsed time 5.197 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.569975
INFO:root:Epoch[71] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[71] Elapsed time 5.196 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.173690
INFO:root:Epoch[72] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[72] Elapsed time 5.333 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=7.170078
INFO:root:Epoch[73] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[73] Elapsed time 5.073 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.468299
INFO:root:Epoch[74] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=7.36]
INFO:root:Epoch[74] Elapsed time 5.110 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.359673
INFO:root:Epoch[75] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[75] Elapsed time 5.148 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.099656
INFO:root:Epoch[76] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[76] Elapsed time 5.277 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.342368
INFO:root:Epoch[77] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[77] Elapsed time 5.204 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.638295
INFO:root:Epoch[78] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.42it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[78] Elapsed time 5.434 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.260476
INFO:root:Epoch[79] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[79] Elapsed time 5.175 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.190117
INFO:root:Epoch[80] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[80] Elapsed time 5.261 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.758985
INFO:root:Epoch[81] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[81] Elapsed time 5.115 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.417238
INFO:root:Epoch[82] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[82] Elapsed time 5.302 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.081892
INFO:root:Epoch[83] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=7.98]
INFO:root:Epoch[83] Elapsed time 5.264 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.978798
INFO:root:Epoch[84] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[84] Elapsed time 5.222 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.887777
INFO:root:Epoch[85] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[85] Elapsed time 5.196 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.508604
INFO:root:Epoch[86] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[86] Elapsed time 5.206 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.115967
INFO:root:Epoch[87] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[87] Elapsed time 5.347 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=7.095331
INFO:root:Epoch[88] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[88] Elapsed time 5.101 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.397500
INFO:root:Epoch[89] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.32]
INFO:root:Epoch[89] Elapsed time 5.096 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.318612
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[90] Elapsed time 5.316 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=7.082935
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[91] Elapsed time 5.118 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.915118
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[92] Elapsed time 5.194 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.844853
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.46it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[93] Elapsed time 5.418 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.197963
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[94] Elapsed time 5.285 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.022270
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[95] Elapsed time 5.194 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.652914
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[96] Elapsed time 5.117 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.334978
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.07it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[97] Elapsed time 5.859 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.085510
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=7.92]
INFO:root:Epoch[98] Elapsed time 5.240 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.921922
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[99] Elapsed time 5.194 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.603769
INFO:root:Loading parameters from best epoch (17)
INFO:root:Final loss: 5.859271764755249 (occurred at epoch 17)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:40<00:00, 35.28it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.381627  0.145665  33.386645             0.13139            0.110511   

   seed  epochs  num_batches  
0    50     100          100  
Seed: 51
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661
100%|██████████| 100/100 [00:05<00:00, 18.38it/s, avg_epoch_loss=7.33]
INFO:root:Epoch[0] Elapsed time 5.443 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.330464
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=7.59]
INFO:root:Epoch[1] Elapsed time 5.249 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.593639
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.52it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[2] Elapsed time 5.402 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.135121
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.96]
INFO:root:Epoch[3] Elapsed time 5.188 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.961173
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.01it/s, avg_epoch_loss=7.43]
INFO:root:Epoch[4] Elapsed time 5.556 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.430795
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[5] Elapsed time 5.209 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.403822
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[6] Elapsed time 5.193 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.857569
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[7] Elapsed time 5.222 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.602885
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[8] Elapsed time 5.133 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.425244
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=7.77]
INFO:root:Epoch[9] Elapsed time 5.283 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.765791
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[10] Elapsed time 5.187 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.737446
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[11] Elapsed time 5.199 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.559040
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 16.91it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[12] Elapsed time 5.918 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.146141
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[13] Elapsed time 5.340 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.924378
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[14] Elapsed time 5.159 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.551111
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[15] Elapsed time 5.077 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.194176
INFO:root:Loading parameters from best epoch (5)
INFO:root:Epoch[16] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.44it/s, avg_epoch_loss=7.43]
INFO:root:Epoch[16] Elapsed time 5.427 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.428043
INFO:root:Epoch[17] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[17] Elapsed time 5.181 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.926133
INFO:root:Epoch[18] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=7.29]
INFO:root:Epoch[18] Elapsed time 5.177 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.286485
INFO:root:Epoch[19] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.14it/s, avg_epoch_loss=7]
INFO:root:Epoch[19] Elapsed time 5.517 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.995339
INFO:root:Epoch[20] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[20] Elapsed time 5.077 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.279957
INFO:root:Epoch[21] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[21] Elapsed time 5.067 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.649201
INFO:root:Epoch[22] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[22] Elapsed time 5.227 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.317956
INFO:root:Epoch[23] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[23] Elapsed time 5.106 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.775468
INFO:root:Epoch[24] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=7.58]
INFO:root:Epoch[24] Elapsed time 5.323 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.579208
INFO:root:Epoch[25] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[25] Elapsed time 5.145 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.268700
INFO:root:Epoch[26] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[26] Elapsed time 5.206 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.935820
INFO:root:Epoch[27] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=7.28]
INFO:root:Epoch[27] Elapsed time 5.355 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.277349
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[28] Elapsed time 5.222 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.525640
INFO:root:Epoch[29] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[29] Elapsed time 5.082 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=7.036078
INFO:root:Epoch[30] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=7.33]
INFO:root:Epoch[30] Elapsed time 5.104 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.334914
INFO:root:Epoch[31] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[31] Elapsed time 5.324 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.704346
INFO:root:Epoch[32] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[32] Elapsed time 5.145 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.396946
INFO:root:Epoch[33] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[33] Elapsed time 5.307 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.222166
INFO:root:Epoch[34] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[34] Elapsed time 5.286 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.553964
INFO:root:Epoch[35] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[35] Elapsed time 5.055 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.492641
INFO:root:Epoch[36] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[36] Elapsed time 5.101 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.676923
INFO:root:Epoch[37] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[37] Elapsed time 5.217 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.106522
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[38] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=7.43]
INFO:root:Epoch[38] Elapsed time 5.149 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.431023
INFO:root:Epoch[39] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=7.49]
INFO:root:Epoch[39] Elapsed time 5.279 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.489672
INFO:root:Epoch[40] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[40] Elapsed time 5.131 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.515709
INFO:root:Epoch[41] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=7.18]
INFO:root:Epoch[41] Elapsed time 5.306 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.182026
INFO:root:Epoch[42] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[42] Elapsed time 5.328 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.160016
INFO:root:Epoch[43] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[43] Elapsed time 5.077 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.523904
INFO:root:Epoch[44] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=7.28]
INFO:root:Epoch[44] Elapsed time 5.080 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.280830
INFO:root:Epoch[45] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[45] Elapsed time 5.122 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=7.189422
INFO:root:Epoch[46] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 16.75it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[46] Elapsed time 5.974 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.566785
INFO:root:Epoch[47] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[47] Elapsed time 5.149 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.480925
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[48] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=7.75]
INFO:root:Epoch[48] Elapsed time 5.295 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.752990
INFO:root:Epoch[49] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[49] Elapsed time 5.184 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.531685
INFO:root:Epoch[50] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[50] Elapsed time 5.094 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.571472
INFO:root:Epoch[51] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[51] Elapsed time 5.072 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.663148
INFO:root:Epoch[52] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[52] Elapsed time 5.139 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.221303
INFO:root:Epoch[53] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=7.72]
INFO:root:Epoch[53] Elapsed time 5.174 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.716012
INFO:root:Epoch[54] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[54] Elapsed time 5.225 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.149361
INFO:root:Epoch[55] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[55] Elapsed time 5.167 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.524222
INFO:root:Epoch[56] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[56] Elapsed time 5.184 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.197541
INFO:root:Epoch[57] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[57] Elapsed time 5.314 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.185125
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[58] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[58] Elapsed time 5.079 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.434229
INFO:root:Epoch[59] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=7.6]
INFO:root:Epoch[59] Elapsed time 5.099 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.602090
INFO:root:Epoch[60] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=7.28]
INFO:root:Epoch[60] Elapsed time 5.161 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.275367
INFO:root:Epoch[61] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[61] Elapsed time 5.274 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.446931
INFO:root:Epoch[62] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[62] Elapsed time 5.169 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.775395
INFO:root:Epoch[63] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.45it/s, avg_epoch_loss=7.4]
INFO:root:Epoch[63] Elapsed time 5.420 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.397183
INFO:root:Epoch[64] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[64] Elapsed time 5.088 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.343832
INFO:root:Epoch[65] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[65] Elapsed time 5.094 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.779176
INFO:root:Epoch[66] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[66] Elapsed time 5.094 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.502620
INFO:root:Epoch[67] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[67] Elapsed time 5.125 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.240761
INFO:root:Epoch[68] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=8.08]
INFO:root:Epoch[68] Elapsed time 5.185 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=8.081921
INFO:root:Epoch[69] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[69] Elapsed time 5.188 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.952840
INFO:root:Epoch[70] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[70] Elapsed time 5.185 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.546379
INFO:root:Epoch[71] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=7.23]
INFO:root:Epoch[71] Elapsed time 5.206 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.227022
INFO:root:Epoch[72] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[72] Elapsed time 5.322 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=7.138677
INFO:root:Epoch[73] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[73] Elapsed time 5.091 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.490303
INFO:root:Epoch[74] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.32]
INFO:root:Epoch[74] Elapsed time 5.097 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.323455
INFO:root:Epoch[75] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[75] Elapsed time 5.303 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.164959
INFO:root:Epoch[76] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[76] Elapsed time 5.125 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.201985
INFO:root:Epoch[77] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[77] Elapsed time 5.164 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.849239
INFO:root:Epoch[78] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.54it/s, avg_epoch_loss=7.29]
INFO:root:Epoch[78] Elapsed time 5.397 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.293361
INFO:root:Epoch[79] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[79] Elapsed time 5.083 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.148515
INFO:root:Epoch[80] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[80] Elapsed time 5.067 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.771984
INFO:root:Epoch[81] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.47it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[81] Elapsed time 5.727 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.454677
INFO:root:Epoch[82] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[82] Elapsed time 5.126 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.111122
INFO:root:Epoch[83] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=7.9]
INFO:root:Epoch[83] Elapsed time 5.184 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.896640
INFO:root:Epoch[84] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[84] Elapsed time 5.201 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.938140
INFO:root:Epoch[85] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[85] Elapsed time 5.190 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.513195
INFO:root:Epoch[86] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[86] Elapsed time 5.155 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.165805
INFO:root:Epoch[87] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[87] Elapsed time 5.287 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=7.046536
INFO:root:Epoch[88] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[88] Elapsed time 5.075 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.412414
INFO:root:Epoch[89] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=7.41]
INFO:root:Epoch[89] Elapsed time 5.060 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.413458
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[90] Elapsed time 5.271 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=7.097216
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[91] Elapsed time 5.159 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.141805
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[92] Elapsed time 5.169 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.806468
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.55it/s, avg_epoch_loss=7.27]
INFO:root:Epoch[93] Elapsed time 5.393 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.266792
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[94] Elapsed time 5.082 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.067690
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[95] Elapsed time 5.066 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.722899
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[96] Elapsed time 5.049 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.390269
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[97] Elapsed time 5.151 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.078904
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=7.88]
INFO:root:Epoch[98] Elapsed time 5.184 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.882353
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[99] Elapsed time 5.183 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.871935
INFO:root:Loading parameters from best epoch (17)
INFO:root:Final loss: 5.926133036613464 (occurred at epoch 17)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:39<00:00, 35.30it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.704051  0.162464  42.252226            0.150964            0.099276   

   seed  epochs  num_batches  
0    51     100          100  
Out[12]:
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed epochs num_batches
0 1.204344 0.142971 28.182088 0.129151 0.103648 42 100 100
0 1.355790 0.146165 21.780631 0.131200 0.095680 43 100 100
0 1.497993 0.149235 22.569800 0.136994 0.098981 44 100 100
0 1.919739 0.166506 33.174753 0.157721 0.090633 45 100 100
0 3.275640 0.213442 84.388429 0.221887 0.104425 46 100 100
0 1.606143 0.152812 25.930324 0.142082 0.100481 47 100 100
0 2.169660 0.181237 36.612989 0.166937 0.085097 48 100 100
0 1.108300 0.140629 21.553964 0.124761 0.090033 49 100 100
0 1.381627 0.145665 33.386645 0.131390 0.110511 50 100 100
0 1.704051 0.162464 42.252226 0.150964 0.099276 51 100 100
In [13]:
!jupyter nbconvert --output-dir="../html_outputs" --to html gluonts-use_multiple_static_feats.ipynb
[NbConvertApp] Converting notebook gluonts-use_multiple_static_feats.ipynb to html
[NbConvertApp] Writing 2503176 bytes to ../html_outputs/gluonts-use_multiple_static_feats.html
In [14]:
results = pd.DataFrame()

for i in range(42, 52):
    print("Seed:", i)
    df = deepar(data="m4_monthly_domain", seed=i, epochs=200, batches=100)
    pprint(df)
    results = results.append(df)

results
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
Seed: 42
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661
100%|██████████| 100/100 [00:05<00:00, 18.19it/s, avg_epoch_loss=7.4]
INFO:root:Epoch[0] Elapsed time 5.500 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.398581
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=7.64]
INFO:root:Epoch[1] Elapsed time 5.229 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.640906
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.77it/s, avg_epoch_loss=7]
INFO:root:Epoch[2] Elapsed time 5.631 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.000588
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[3] Elapsed time 5.248 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.813037
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.28it/s, avg_epoch_loss=7.42]
INFO:root:Epoch[4] Elapsed time 5.471 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.423030
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[5] Elapsed time 5.056 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.273100
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[6] Elapsed time 5.089 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.660645
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[7] Elapsed time 5.083 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.511830
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[8] Elapsed time 5.164 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.492703
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=7.67]
INFO:root:Epoch[9] Elapsed time 5.303 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.670946
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[10] Elapsed time 5.183 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.765068
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[11] Elapsed time 5.258 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.461572
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[12] Elapsed time 5.332 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.161328
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[13] Elapsed time 5.312 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.806713
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[14] Elapsed time 5.246 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.540846
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[15] Elapsed time 5.086 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.093170
INFO:root:Loading parameters from best epoch (5)
INFO:root:Epoch[16] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.41it/s, avg_epoch_loss=7.37]
INFO:root:Epoch[16] Elapsed time 5.436 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.371460
INFO:root:Epoch[17] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[17] Elapsed time 5.157 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.808267
INFO:root:Epoch[18] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=7.31]
INFO:root:Epoch[18] Elapsed time 5.215 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.309860
INFO:root:Epoch[19] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.28it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[19] Elapsed time 5.472 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.927553
INFO:root:Epoch[20] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[20] Elapsed time 5.094 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.175681
INFO:root:Epoch[21] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[21] Elapsed time 5.070 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.619302
INFO:root:Epoch[22] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[22] Elapsed time 5.106 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.349589
INFO:root:Epoch[23] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[23] Elapsed time 5.107 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.608069
INFO:root:Epoch[24] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=7.6]
INFO:root:Epoch[24] Elapsed time 5.323 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.603298
INFO:root:Epoch[25] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[25] Elapsed time 5.152 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.278233
INFO:root:Epoch[26] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[26] Elapsed time 5.244 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.839693
INFO:root:Epoch[27] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[27] Elapsed time 5.340 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.066543
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[28] Elapsed time 5.239 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.772746
INFO:root:Epoch[29] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[29] Elapsed time 5.138 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.795595
INFO:root:Epoch[30] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 17.31it/s, avg_epoch_loss=7.46]
INFO:root:Epoch[30] Elapsed time 5.781 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.457494
INFO:root:Epoch[31] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.61it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[31] Elapsed time 5.378 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.859901
INFO:root:Epoch[32] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[32] Elapsed time 5.193 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.031264
INFO:root:Epoch[33] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[33] Elapsed time 5.321 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.217248
INFO:root:Epoch[34] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.43it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[34] Elapsed time 5.429 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.723438
INFO:root:Epoch[35] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[35] Elapsed time 5.090 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.358543
INFO:root:Epoch[36] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[36] Elapsed time 5.103 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.561859
INFO:root:Epoch[37] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[37] Elapsed time 5.107 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.207662
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[38] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[38] Elapsed time 5.137 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.154070
INFO:root:Epoch[39] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=7.67]
INFO:root:Epoch[39] Elapsed time 5.315 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.674330
INFO:root:Epoch[40] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[40] Elapsed time 5.174 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.433716
INFO:root:Epoch[41] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[41] Elapsed time 5.293 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.144681
INFO:root:Epoch[42] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.38it/s, avg_epoch_loss=7.18]
INFO:root:Epoch[42] Elapsed time 5.445 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.183870
INFO:root:Epoch[43] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[43] Elapsed time 5.087 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.416991
INFO:root:Epoch[44] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[44] Elapsed time 5.128 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.196224
INFO:root:Epoch[45] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[45] Elapsed time 5.094 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=7.199635
INFO:root:Epoch[46] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[46] Elapsed time 5.337 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.567661
INFO:root:Epoch[47] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[47] Elapsed time 5.163 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.498805
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[48] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.51it/s, avg_epoch_loss=7.75]
INFO:root:Epoch[48] Elapsed time 5.406 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.748813
INFO:root:Epoch[49] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[49] Elapsed time 5.241 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.424048
INFO:root:Epoch[50] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[50] Elapsed time 5.057 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.529648
INFO:root:Epoch[51] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[51] Elapsed time 5.051 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.629018
INFO:root:Epoch[52] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[52] Elapsed time 5.144 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.109426
INFO:root:Epoch[53] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=7.47]
INFO:root:Epoch[53] Elapsed time 5.227 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.467477
INFO:root:Epoch[54] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=7.36]
INFO:root:Epoch[54] Elapsed time 5.353 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.364626
INFO:root:Epoch[55] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[55] Elapsed time 5.243 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.481669
INFO:root:Epoch[56] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[56] Elapsed time 5.192 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.195135
INFO:root:Epoch[57] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[57] Elapsed time 5.324 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.137373
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[58] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[58] Elapsed time 5.094 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.390372
INFO:root:Epoch[59] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=7.63]
INFO:root:Epoch[59] Elapsed time 5.102 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.626653
INFO:root:Epoch[60] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[60] Elapsed time 5.147 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.219138
INFO:root:Epoch[61] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[61] Elapsed time 5.300 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.440205
INFO:root:Epoch[62] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[62] Elapsed time 5.184 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.573614
INFO:root:Epoch[63] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.58it/s, avg_epoch_loss=7.44]
INFO:root:Epoch[63] Elapsed time 5.384 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.436937
INFO:root:Epoch[64] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[64] Elapsed time 5.347 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.306435
INFO:root:Epoch[65] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.37it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[65] Elapsed time 5.446 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.605223
INFO:root:Epoch[66] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[66] Elapsed time 5.061 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.563822
INFO:root:Epoch[67] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[67] Elapsed time 5.138 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.124112
INFO:root:Epoch[68] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=7.6]
INFO:root:Epoch[68] Elapsed time 5.145 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.595477
INFO:root:Epoch[69] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=7.25]
INFO:root:Epoch[69] Elapsed time 5.268 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=7.246777
INFO:root:Epoch[70] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[70] Elapsed time 5.174 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.426365
INFO:root:Epoch[71] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[71] Elapsed time 5.198 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.220737
INFO:root:Epoch[72] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[72] Elapsed time 5.310 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=7.123944
INFO:root:Epoch[73] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[73] Elapsed time 5.078 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.379783
INFO:root:Epoch[74] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=7.37]
INFO:root:Epoch[74] Elapsed time 5.073 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.369905
INFO:root:Epoch[75] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[75] Elapsed time 5.144 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.101087
INFO:root:Epoch[76] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[76] Elapsed time 5.309 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.415701
INFO:root:Epoch[77] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[77] Elapsed time 5.201 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.509730
INFO:root:Epoch[78] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.51it/s, avg_epoch_loss=7.31]
INFO:root:Epoch[78] Elapsed time 5.407 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.307747
INFO:root:Epoch[79] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[79] Elapsed time 5.129 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.276161
INFO:root:Epoch[80] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[80] Elapsed time 5.042 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.557015
INFO:root:Epoch[81] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[81] Elapsed time 5.029 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.502040
INFO:root:Epoch[82] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[82] Elapsed time 5.105 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.045399
INFO:root:Epoch[83] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=7.52]
INFO:root:Epoch[83] Elapsed time 5.087 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.522485
INFO:root:Epoch[84] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[84] Elapsed time 5.242 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=7.262425
INFO:root:Epoch[85] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[85] Elapsed time 5.165 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.339742
INFO:root:Epoch[86] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=7.13]
INFO:root:Epoch[86] Elapsed time 5.182 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.129786
INFO:root:Epoch[87] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[87] Elapsed time 5.319 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=7.105744
INFO:root:Epoch[88] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[88] Elapsed time 5.098 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.311811
INFO:root:Epoch[89] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.32]
INFO:root:Epoch[89] Elapsed time 5.102 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.317461
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[90] Elapsed time 5.171 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=7.052125
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[91] Elapsed time 5.261 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.239926
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[92] Elapsed time 5.171 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.561095
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.57it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[93] Elapsed time 5.387 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.223814
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[94] Elapsed time 5.082 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.081272
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[95] Elapsed time 5.083 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.533938
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[96] Elapsed time 5.051 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.370447
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[97] Elapsed time 5.147 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.014524
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=7.73]
INFO:root:Epoch[98] Elapsed time 5.184 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.734460
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 16.98it/s, avg_epoch_loss=6.96]
INFO:root:Epoch[99] Elapsed time 5.891 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.959573
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[100] Elapsed time 5.192 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.395727
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[101] Elapsed time 5.216 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=7.102057
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.58it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[102] Elapsed time 5.383 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=7.075010
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[103] Elapsed time 5.119 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.246186
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=7.29]
INFO:root:Epoch[104] Elapsed time 5.092 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.294892
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.96]
INFO:root:Epoch[105] Elapsed time 5.230 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.955713
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[106] Elapsed time 5.211 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.013897
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[107] Elapsed time 5.187 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.621040
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.52it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[108] Elapsed time 5.404 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=7.118781
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[109] Elapsed time 5.084 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.839048
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[110] Elapsed time 5.079 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.640016
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[111] Elapsed time 5.064 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.224291
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[112] Elapsed time 5.144 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.890942
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=7.81]
INFO:root:Epoch[113] Elapsed time 5.233 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.806768
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[114] Elapsed time 5.236 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.579541
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[115] Elapsed time 5.232 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.270752
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[116] Elapsed time 5.233 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=7.028103
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[117] Elapsed time 5.309 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.905150
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[118] Elapsed time 5.091 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.230706
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=7.13]
INFO:root:Epoch[119] Elapsed time 5.085 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.129750
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[120] Elapsed time 5.305 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.878041
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[121] Elapsed time 5.127 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.637489
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[122] Elapsed time 5.172 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.791866
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.52it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[123] Elapsed time 5.404 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=7.033570
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[124] Elapsed time 5.092 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.786381
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[125] Elapsed time 5.081 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.496596
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[126] Elapsed time 5.100 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.183126
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[127] Elapsed time 5.152 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.062194
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=7.63]
INFO:root:Epoch[128] Elapsed time 5.268 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.632557
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[129] Elapsed time 5.176 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.254508
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[130] Elapsed time 5.204 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.267484
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[131] Elapsed time 5.247 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.988904
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[132] Elapsed time 5.258 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.595732
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[133] Elapsed time 5.107 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.167392
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.27it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[134] Elapsed time 5.792 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.966683
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[135] Elapsed time 5.327 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.823223
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[136] Elapsed time 5.145 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.431036
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[137] Elapsed time 5.182 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.921084
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.46it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[138] Elapsed time 5.420 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.793003
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[139] Elapsed time 5.071 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.810667
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[140] Elapsed time 5.059 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.402428
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[141] Elapsed time 5.080 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.034174
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[142] Elapsed time 5.132 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.144659
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=7.5]
INFO:root:Epoch[143] Elapsed time 5.313 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.500586
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[144] Elapsed time 5.131 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.061388
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[145] Elapsed time 5.207 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.298652
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[146] Elapsed time 5.294 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.921366
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[147] Elapsed time 5.236 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.486312
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[148] Elapsed time 5.119 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.210182
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[149] Elapsed time 5.111 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.981090
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[150] Elapsed time 5.375 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.773169
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[151] Elapsed time 5.147 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.374150
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[152] Elapsed time 5.180 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.911121
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.43it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[153] Elapsed time 5.428 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.746911
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[154] Elapsed time 5.111 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.775994
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[155] Elapsed time 5.099 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.366158
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[156] Elapsed time 5.122 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.088822
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[157] Elapsed time 5.121 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.111780
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=7.39]
INFO:root:Epoch[158] Elapsed time 5.281 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.385166
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[159] Elapsed time 5.138 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.958007
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[160] Elapsed time 5.202 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.377725
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[161] Elapsed time 5.256 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.885779
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[162] Elapsed time 5.190 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.206128
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[163] Elapsed time 5.115 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.176632
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=7]
INFO:root:Epoch[164] Elapsed time 5.088 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=7.000943
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[165] Elapsed time 5.323 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.703585
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.34]
INFO:root:Epoch[166] Elapsed time 5.141 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.336438
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[167] Elapsed time 5.175 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.886077
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:06<00:00, 16.25it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[168] Elapsed time 6.157 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.621987
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[169] Elapsed time 5.099 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.840681
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[170] Elapsed time 5.082 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.326747
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[171] Elapsed time 5.095 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.961209
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[172] Elapsed time 5.125 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.199008
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=7.33]
INFO:root:Epoch[173] Elapsed time 5.294 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.334699
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[174] Elapsed time 5.159 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.947340
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[175] Elapsed time 5.207 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.372759
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[176] Elapsed time 5.300 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.843750
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[177] Elapsed time 5.202 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.318390
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[178] Elapsed time 5.097 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.057237
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.96]
INFO:root:Epoch[179] Elapsed time 5.100 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.958476
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[180] Elapsed time 5.348 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.734293
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.32]
INFO:root:Epoch[181] Elapsed time 5.142 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.318486
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[182] Elapsed time 5.163 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.873399
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.45it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[183] Elapsed time 5.425 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.662624
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[184] Elapsed time 5.099 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.758452
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[185] Elapsed time 5.098 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.296726
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[186] Elapsed time 5.129 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.942221
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[187] Elapsed time 5.130 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.025001
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=7.37]
INFO:root:Epoch[188] Elapsed time 5.313 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.370945
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[189] Elapsed time 5.144 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.899936
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[190] Elapsed time 5.196 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.294918
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[191] Elapsed time 5.266 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.791027
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[192] Elapsed time 5.228 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.359550
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[193] Elapsed time 5.092 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.090461
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[194] Elapsed time 5.093 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.931923
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[195] Elapsed time 5.316 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.669270
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.25]
INFO:root:Epoch[196] Elapsed time 5.141 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.249203
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[197] Elapsed time 5.188 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.866235
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.50it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[198] Elapsed time 5.409 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.622500
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[199] Elapsed time 5.065 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.725905
INFO:root:Loading parameters from best epoch (196)
INFO:root:Final loss: 5.249202547073364 (occurred at epoch 196)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:42<00:00, 35.23it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.241633  0.141389  19.652276            0.127478            0.082197   

   seed  epochs  num_batches  
0    42     200          100  
Seed: 43
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661
100%|██████████| 100/100 [00:05<00:00, 18.30it/s, avg_epoch_loss=7.49]
INFO:root:Epoch[0] Elapsed time 5.468 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.486183
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=7.63]
INFO:root:Epoch[1] Elapsed time 5.283 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.628409
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.42it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[2] Elapsed time 5.433 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.886287
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[3] Elapsed time 5.248 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.778716
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.18it/s, avg_epoch_loss=7.35]
INFO:root:Epoch[4] Elapsed time 5.504 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.350446
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[5] Elapsed time 5.139 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.377890
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[6] Elapsed time 5.103 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.733212
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[7] Elapsed time 5.125 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.371589
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[8] Elapsed time 5.281 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.265570
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=7.72]
INFO:root:Epoch[9] Elapsed time 5.312 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.718247
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[10] Elapsed time 5.202 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.600633
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[11] Elapsed time 5.235 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.475404
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[12] Elapsed time 5.311 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.157151
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[13] Elapsed time 5.267 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.738218
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[14] Elapsed time 5.124 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.531464
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[15] Elapsed time 5.092 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.202143
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[16] Elapsed time 5.337 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.919611
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.20it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[17] Elapsed time 5.817 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.915898
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[18] Elapsed time 5.285 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.994655
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.29it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[19] Elapsed time 5.471 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.725267
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[20] Elapsed time 5.228 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.174269
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[21] Elapsed time 5.099 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.444652
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[22] Elapsed time 5.152 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.265877
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[23] Elapsed time 5.147 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.593814
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=7.31]
INFO:root:Epoch[24] Elapsed time 5.326 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.314630
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[25] Elapsed time 5.150 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.225680
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[26] Elapsed time 5.248 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.674020
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.60it/s, avg_epoch_loss=7]
INFO:root:Epoch[27] Elapsed time 5.380 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.001115
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[28] Elapsed time 5.139 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.264062
INFO:root:Epoch[29] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[29] Elapsed time 5.186 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.806899
INFO:root:Epoch[30] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[30] Elapsed time 5.146 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.064352
INFO:root:Epoch[31] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[31] Elapsed time 5.400 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.316738
INFO:root:Epoch[32] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[32] Elapsed time 5.179 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.246601
INFO:root:Epoch[33] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.31it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[33] Elapsed time 5.465 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.065149
INFO:root:Epoch[34] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=6]
INFO:root:Epoch[34] Elapsed time 5.298 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.995336
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[35] Elapsed time 5.100 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.350445
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[36] Elapsed time 5.097 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.214602
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[37] Elapsed time 5.197 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.864754
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=7.29]
INFO:root:Epoch[38] Elapsed time 5.260 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.290278
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[39] Elapsed time 5.249 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.760470
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[40] Elapsed time 5.257 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.148478
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[41] Elapsed time 5.214 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.856472
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[42] Elapsed time 5.346 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.901350
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[43] Elapsed time 5.216 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.881869
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[44] Elapsed time 5.111 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.039008
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[45] Elapsed time 5.246 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.825212
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[46] Elapsed time 5.244 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.831881
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[47] Elapsed time 5.199 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.485888
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.34it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[48] Elapsed time 5.457 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.935315
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[49] Elapsed time 5.088 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.577070
INFO:root:Epoch[50] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[50] Elapsed time 5.202 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.433392
INFO:root:Epoch[51] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[51] Elapsed time 5.299 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.053796
INFO:root:Epoch[52] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 17.99it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[52] Elapsed time 5.560 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.805033
INFO:root:Epoch[53] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=7.45]
INFO:root:Epoch[53] Elapsed time 5.301 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.453597
INFO:root:Epoch[54] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[54] Elapsed time 5.210 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.302703
INFO:root:Epoch[55] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[55] Elapsed time 5.278 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.063661
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[56] Elapsed time 5.242 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.828580
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[57] Elapsed time 5.284 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.636000
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[58] Elapsed time 5.114 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.925900
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[59] Elapsed time 5.133 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.911613
INFO:root:Loading parameters from best epoch (49)
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[60] Elapsed time 5.338 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.950955
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[61] Elapsed time 5.191 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.500806
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[62] Elapsed time 5.217 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.610410
INFO:root:Epoch[63] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.50it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[63] Elapsed time 5.408 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.889220
INFO:root:Epoch[64] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[64] Elapsed time 5.154 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.607558
INFO:root:Epoch[65] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[65] Elapsed time 5.057 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.366413
INFO:root:Epoch[66] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[66] Elapsed time 5.129 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.968252
INFO:root:Epoch[67] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[67] Elapsed time 5.164 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.813942
INFO:root:Epoch[68] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=7.63]
INFO:root:Epoch[68] Elapsed time 5.336 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.626311
INFO:root:Epoch[69] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[69] Elapsed time 5.181 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.229227
INFO:root:Epoch[70] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[70] Elapsed time 5.313 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.117231
INFO:root:Epoch[71] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.55it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[71] Elapsed time 5.391 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.859622
INFO:root:Loading parameters from best epoch (61)
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.64it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[72] Elapsed time 5.370 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.790780
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[73] Elapsed time 5.143 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.022945
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[74] Elapsed time 5.147 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.007025
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[75] Elapsed time 5.316 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.715596
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[76] Elapsed time 5.233 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.382067
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[77] Elapsed time 5.166 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.676307
INFO:root:Epoch[78] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.47it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[78] Elapsed time 5.416 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.842078
INFO:root:Epoch[79] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[79] Elapsed time 5.155 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.682842
INFO:root:Epoch[80] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[80] Elapsed time 5.130 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.400047
INFO:root:Epoch[81] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[81] Elapsed time 5.224 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.991262
INFO:root:Epoch[82] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[82] Elapsed time 5.140 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.904985
INFO:root:Epoch[83] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.45it/s, avg_epoch_loss=7.76]
INFO:root:Epoch[83] Elapsed time 5.422 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.759423
INFO:root:Epoch[84] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[84] Elapsed time 5.164 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.175308
INFO:root:Epoch[85] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[85] Elapsed time 5.198 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.157563
INFO:root:Epoch[86] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 16.69it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[86] Elapsed time 5.994 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.870378
INFO:root:Loading parameters from best epoch (76)
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[87] Elapsed time 5.306 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.745471
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[88] Elapsed time 5.106 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.967289
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[89] Elapsed time 5.191 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.026993
INFO:root:Epoch[90] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[90] Elapsed time 5.319 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.726606
INFO:root:Epoch[91] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[91] Elapsed time 5.152 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.443520
INFO:root:Epoch[92] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[92] Elapsed time 5.305 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.671529
INFO:root:Epoch[93] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.16it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[93] Elapsed time 5.509 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.894044
INFO:root:Epoch[94] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[94] Elapsed time 5.119 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.692006
INFO:root:Epoch[95] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[95] Elapsed time 5.195 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.407767
INFO:root:Epoch[96] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[96] Elapsed time 5.252 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.967221
INFO:root:Loading parameters from best epoch (76)
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[97] Elapsed time 5.139 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.884427
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=7.97]
INFO:root:Epoch[98] Elapsed time 5.348 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.970192
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[99] Elapsed time 5.148 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.081875
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[100] Elapsed time 5.226 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.189308
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[101] Elapsed time 5.284 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.894657
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.31it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[102] Elapsed time 5.464 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.672359
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[103] Elapsed time 5.201 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.065518
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.96]
INFO:root:Epoch[104] Elapsed time 5.089 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.955838
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.44it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[105] Elapsed time 5.427 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.698804
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.39]
INFO:root:Epoch[106] Elapsed time 5.126 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.392980
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[107] Elapsed time 5.167 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.821882
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.08it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[108] Elapsed time 5.536 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.788321
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[109] Elapsed time 5.077 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.767669
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[110] Elapsed time 5.085 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.416820
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[111] Elapsed time 5.121 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.987757
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[112] Elapsed time 5.141 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.870271
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=7.9]
INFO:root:Epoch[113] Elapsed time 5.313 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.902496
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[114] Elapsed time 5.159 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.144544
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[115] Elapsed time 5.239 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.153308
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[116] Elapsed time 5.291 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.873370
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[117] Elapsed time 5.286 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.485925
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[118] Elapsed time 5.156 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.103428
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[119] Elapsed time 5.237 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.967641
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:06<00:00, 16.45it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[120] Elapsed time 6.083 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.621596
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.3]
INFO:root:Epoch[121] Elapsed time 5.183 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.301639
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[122] Elapsed time 5.206 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.892490
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.25it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[123] Elapsed time 5.481 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.541239
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[124] Elapsed time 5.138 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.912125
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[125] Elapsed time 5.169 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.310740
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[126] Elapsed time 5.151 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.939867
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[127] Elapsed time 5.108 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.140424
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.55it/s, avg_epoch_loss=7.65]
INFO:root:Epoch[128] Elapsed time 5.394 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.654045
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[129] Elapsed time 5.148 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.961039
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[130] Elapsed time 5.240 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.381773
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[131] Elapsed time 5.268 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.869369
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[132] Elapsed time 5.294 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.262748
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[133] Elapsed time 5.223 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.111702
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[134] Elapsed time 5.207 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=7.042021
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[135] Elapsed time 5.347 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.509047
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.31]
INFO:root:Epoch[136] Elapsed time 5.153 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.309219
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[137] Elapsed time 5.271 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.864757
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.51it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[138] Elapsed time 5.405 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.564505
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[139] Elapsed time 5.064 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.864627
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[140] Elapsed time 5.245 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.322775
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[141] Elapsed time 5.154 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.877679
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[142] Elapsed time 5.133 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.190498
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.66it/s, avg_epoch_loss=7.66]
INFO:root:Epoch[143] Elapsed time 5.360 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.660368
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[144] Elapsed time 5.265 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.905882
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[145] Elapsed time 5.138 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.452033
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[146] Elapsed time 5.291 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.860864
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[147] Elapsed time 5.208 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.243243
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[148] Elapsed time 5.083 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.129008
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[149] Elapsed time 5.081 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=7.047023
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.55it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[150] Elapsed time 5.395 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.395045
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[151] Elapsed time 5.173 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.374862
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[152] Elapsed time 5.317 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.936078
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.91it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[153] Elapsed time 5.586 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.403793
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.63it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[154] Elapsed time 5.675 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.931946
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[155] Elapsed time 5.077 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.231549
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[156] Elapsed time 5.097 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.876813
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[157] Elapsed time 5.196 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.140158
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=7.62]
INFO:root:Epoch[158] Elapsed time 5.273 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.623625
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[159] Elapsed time 5.136 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.860625
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[160] Elapsed time 5.218 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.414825
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[161] Elapsed time 5.322 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.832194
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[162] Elapsed time 5.174 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.241916
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[163] Elapsed time 5.225 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.153112
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[164] Elapsed time 5.153 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=7.067344
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.28it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[165] Elapsed time 5.473 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.274997
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[166] Elapsed time 5.203 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.422394
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[167] Elapsed time 5.200 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.866346
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.47it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[168] Elapsed time 5.419 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.289097
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[169] Elapsed time 5.142 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.958196
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[170] Elapsed time 5.164 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.193815
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[171] Elapsed time 5.237 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.810365
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[172] Elapsed time 5.079 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.390882
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=7.47]
INFO:root:Epoch[173] Elapsed time 5.212 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.473837
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[174] Elapsed time 5.212 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.810101
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[175] Elapsed time 5.214 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.468261
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.36it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[176] Elapsed time 5.448 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=7.036760
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[177] Elapsed time 5.061 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.817293
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[178] Elapsed time 5.087 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.312512
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[179] Elapsed time 5.201 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.994046
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[180] Elapsed time 5.346 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.135708
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[181] Elapsed time 5.174 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.515152
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[182] Elapsed time 5.181 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.868369
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.47it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[183] Elapsed time 5.416 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.194316
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[184] Elapsed time 5.206 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.970701
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[185] Elapsed time 5.084 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.185971
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[186] Elapsed time 5.134 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.713374
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[187] Elapsed time 5.120 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.471751
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=7.35]
INFO:root:Epoch[188] Elapsed time 5.399 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.348977
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.65it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[189] Elapsed time 5.667 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.799944
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[190] Elapsed time 5.327 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.574462
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.34it/s, avg_epoch_loss=7]
INFO:root:Epoch[191] Elapsed time 5.455 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=7.004574
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[192] Elapsed time 5.126 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.757087
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[193] Elapsed time 5.241 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.454170
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[194] Elapsed time 5.129 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.822874
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[195] Elapsed time 5.307 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.035582
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[196] Elapsed time 5.249 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.783107
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[197] Elapsed time 5.298 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.854362
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[198] Elapsed time 5.335 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.958294
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[199] Elapsed time 5.155 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.083044
INFO:root:Loading parameters from best epoch (121)
INFO:root:Final loss: 5.301638998985291 (occurred at epoch 121)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:36<00:00, 35.38it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE    sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  1.408761  0.14807  19.784061            0.133877            0.091929    43   

   epochs  num_batches  
0     200          100  
Seed: 44
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661
100%|██████████| 100/100 [00:05<00:00, 18.33it/s, avg_epoch_loss=7.4]
INFO:root:Epoch[0] Elapsed time 5.461 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.395054
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=7.63]
INFO:root:Epoch[1] Elapsed time 5.249 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.627983
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.48it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[2] Elapsed time 5.414 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.191868
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[3] Elapsed time 5.277 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.896781
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 16.44it/s, avg_epoch_loss=7.36]
INFO:root:Epoch[4] Elapsed time 6.086 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.363979
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[5] Elapsed time 5.173 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.478218
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[6] Elapsed time 5.112 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.821577
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[7] Elapsed time 5.098 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.481423
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[8] Elapsed time 5.163 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.474567
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=7.69]
INFO:root:Epoch[9] Elapsed time 5.282 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.686640
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[10] Elapsed time 5.142 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.581468
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[11] Elapsed time 5.223 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.616612
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.34it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[12] Elapsed time 5.456 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.059598
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[13] Elapsed time 5.195 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.657006
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[14] Elapsed time 5.233 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.480380
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.25]
INFO:root:Epoch[15] Elapsed time 5.103 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.249626
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.63it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[16] Elapsed time 5.373 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.671521
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[17] Elapsed time 5.150 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.285526
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[18] Elapsed time 5.194 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.915921
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.66it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[19] Elapsed time 5.361 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.618585
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[20] Elapsed time 5.083 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.194461
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[21] Elapsed time 5.110 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.403282
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[22] Elapsed time 5.287 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.084202
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[23] Elapsed time 5.130 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.701083
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=7.25]
INFO:root:Epoch[24] Elapsed time 5.343 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.245367
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[25] Elapsed time 5.172 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.111788
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[26] Elapsed time 5.242 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.769578
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.32it/s, avg_epoch_loss=6.96]
INFO:root:Epoch[27] Elapsed time 5.462 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.959937
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[28] Elapsed time 5.141 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.122504
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[29] Elapsed time 5.101 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.702176
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[30] Elapsed time 5.243 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.020493
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[31] Elapsed time 5.341 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.404513
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[32] Elapsed time 5.166 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.156232
INFO:root:Loading parameters from best epoch (22)
INFO:root:Epoch[33] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[33] Elapsed time 5.292 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.088486
INFO:root:Epoch[34] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[34] Elapsed time 5.309 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.138239
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[35] Elapsed time 5.236 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.217446
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[36] Elapsed time 5.063 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.296382
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[37] Elapsed time 5.129 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.814704
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.16it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[38] Elapsed time 5.509 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.873920
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 17.63it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[39] Elapsed time 5.675 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.090139
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[40] Elapsed time 5.175 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.098332
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[41] Elapsed time 5.222 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.840997
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[42] Elapsed time 5.339 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.902789
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6]
INFO:root:Epoch[43] Elapsed time 5.067 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.996356
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[44] Elapsed time 5.113 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.048154
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[45] Elapsed time 5.155 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.933828
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[46] Elapsed time 5.315 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.064259
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[47] Elapsed time 5.195 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.228738
INFO:root:Loading parameters from best epoch (37)
INFO:root:Epoch[48] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.49it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[48] Elapsed time 5.409 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.145646
INFO:root:Epoch[49] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[49] Elapsed time 5.133 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.813437
INFO:root:Epoch[50] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[50] Elapsed time 5.141 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.259434
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[51] Elapsed time 5.066 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.119110
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[52] Elapsed time 5.135 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.688287
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=7.29]
INFO:root:Epoch[53] Elapsed time 5.230 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.294467
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[54] Elapsed time 5.299 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.788808
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[55] Elapsed time 5.236 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.107789
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[56] Elapsed time 5.214 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.864036
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[57] Elapsed time 5.353 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.907799
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[58] Elapsed time 5.109 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.883183
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[59] Elapsed time 5.129 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.060267
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[60] Elapsed time 5.190 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.910928
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[61] Elapsed time 5.307 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.012575
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[62] Elapsed time 5.198 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.251620
INFO:root:Loading parameters from best epoch (52)
INFO:root:Epoch[63] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.11it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[63] Elapsed time 5.525 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.094474
INFO:root:Epoch[64] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[64] Elapsed time 5.112 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.657142
INFO:root:Epoch[65] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[65] Elapsed time 5.080 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.274531
INFO:root:Epoch[66] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[66] Elapsed time 5.130 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.927498
INFO:root:Epoch[67] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[67] Elapsed time 5.207 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.705129
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=7.51]
INFO:root:Epoch[68] Elapsed time 5.239 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.507196
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[69] Elapsed time 5.247 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.714647
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[70] Elapsed time 5.281 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.223804
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[71] Elapsed time 5.350 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.894561
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[72] Elapsed time 5.344 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.818447
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 17.31it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[73] Elapsed time 5.779 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.896064
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=7.23]
INFO:root:Epoch[74] Elapsed time 5.104 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.227352
INFO:root:Loading parameters from best epoch (64)
INFO:root:Epoch[75] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[75] Elapsed time 5.264 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.008528
INFO:root:Epoch[76] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[76] Elapsed time 5.190 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.928480
INFO:root:Epoch[77] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[77] Elapsed time 5.251 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.400287
INFO:root:Epoch[78] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.20it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[78] Elapsed time 5.496 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.924526
INFO:root:Epoch[79] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[79] Elapsed time 5.094 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.542786
INFO:root:Epoch[80] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[80] Elapsed time 5.098 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.412553
INFO:root:Epoch[81] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[81] Elapsed time 5.117 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.916517
INFO:root:Epoch[82] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[82] Elapsed time 5.227 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.715087
INFO:root:Epoch[83] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=7.67]
INFO:root:Epoch[83] Elapsed time 5.243 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.673833
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[84] Elapsed time 5.227 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.623546
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[85] Elapsed time 5.218 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.246886
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[86] Elapsed time 5.308 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.839861
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[87] Elapsed time 5.311 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.847508
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[88] Elapsed time 5.094 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.924882
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=7.23]
INFO:root:Epoch[89] Elapsed time 5.186 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.225730
INFO:root:Loading parameters from best epoch (79)
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[90] Elapsed time 5.251 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.939602
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[91] Elapsed time 5.224 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.877090
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[92] Elapsed time 5.181 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.349670
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.33it/s, avg_epoch_loss=7]
INFO:root:Epoch[93] Elapsed time 5.457 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.997403
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[94] Elapsed time 5.120 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.466085
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[95] Elapsed time 5.113 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.338636
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[96] Elapsed time 5.097 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.959326
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[97] Elapsed time 5.224 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.782107
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=7.93]
INFO:root:Epoch[98] Elapsed time 5.311 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.925543
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[99] Elapsed time 5.193 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.382723
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[100] Elapsed time 5.211 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.229890
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[101] Elapsed time 5.214 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.912958
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[102] Elapsed time 5.390 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.773124
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[103] Elapsed time 5.100 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.054107
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[104] Elapsed time 5.097 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.221759
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.55it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[105] Elapsed time 5.392 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.791323
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[106] Elapsed time 5.165 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.787382
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 16.87it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[107] Elapsed time 5.933 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.626927
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.38it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[108] Elapsed time 5.444 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.901491
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[109] Elapsed time 5.187 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.537850
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[110] Elapsed time 5.207 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.320885
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[111] Elapsed time 5.123 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.944154
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[112] Elapsed time 5.209 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.925592
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.38it/s, avg_epoch_loss=7.89]
INFO:root:Epoch[113] Elapsed time 5.444 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.887655
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[114] Elapsed time 5.185 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.247753
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[115] Elapsed time 5.192 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.201101
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[116] Elapsed time 5.243 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.972680
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[117] Elapsed time 5.263 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.588319
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[118] Elapsed time 5.092 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.074634
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[119] Elapsed time 5.085 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.202229
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.46it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[120] Elapsed time 5.419 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.860548
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[121] Elapsed time 5.202 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.678399
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[122] Elapsed time 5.206 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.604774
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.24it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[123] Elapsed time 5.484 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.796852
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[124] Elapsed time 5.110 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.562031
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[125] Elapsed time 5.209 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.295391
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[126] Elapsed time 5.067 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.911130
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[127] Elapsed time 5.139 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.824851
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=7.82]
INFO:root:Epoch[128] Elapsed time 5.283 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.823838
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[129] Elapsed time 5.146 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.245462
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[130] Elapsed time 5.182 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.135625
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[131] Elapsed time 5.244 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.909780
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[132] Elapsed time 5.269 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.589693
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[133] Elapsed time 5.123 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.092543
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[134] Elapsed time 5.094 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=7.122725
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[135] Elapsed time 5.328 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.816082
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[136] Elapsed time 5.166 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.580944
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[137] Elapsed time 5.170 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.650888
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.50it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[138] Elapsed time 5.408 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.819280
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[139] Elapsed time 5.085 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.517578
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[140] Elapsed time 5.102 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.299695
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[141] Elapsed time 5.220 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.923484
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.67it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[142] Elapsed time 5.663 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.810714
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=7.8]
INFO:root:Epoch[143] Elapsed time 5.266 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.800140
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[144] Elapsed time 5.131 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.256095
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[145] Elapsed time 5.204 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.142423
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[146] Elapsed time 5.202 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.904559
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[147] Elapsed time 5.326 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.678013
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[148] Elapsed time 5.105 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.946900
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[149] Elapsed time 5.117 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=7.110962
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[150] Elapsed time 5.297 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.834990
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[151] Elapsed time 5.123 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.648127
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[152] Elapsed time 5.174 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.419054
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.52it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[153] Elapsed time 5.404 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.835776
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[154] Elapsed time 5.074 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.516121
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[155] Elapsed time 5.057 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.297817
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[156] Elapsed time 5.066 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.850451
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[157] Elapsed time 5.151 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.629592
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=7.74]
INFO:root:Epoch[158] Elapsed time 5.231 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.738316
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[159] Elapsed time 5.230 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.457709
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[160] Elapsed time 5.178 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.102139
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[161] Elapsed time 5.199 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.857498
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[162] Elapsed time 5.307 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.770451
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[163] Elapsed time 5.115 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.831980
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[164] Elapsed time 5.102 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=7.202014
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[165] Elapsed time 5.295 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.784195
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[166] Elapsed time 5.207 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.715055
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[167] Elapsed time 5.165 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.353111
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.36it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[168] Elapsed time 5.450 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.834238
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[169] Elapsed time 5.088 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.443152
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[170] Elapsed time 5.075 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.343123
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[171] Elapsed time 5.090 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.877911
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[172] Elapsed time 5.146 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.627712
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=7.69]
INFO:root:Epoch[173] Elapsed time 5.216 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.689256
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[174] Elapsed time 5.201 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.410577
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[175] Elapsed time 5.291 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.064759
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 16.81it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[176] Elapsed time 5.952 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.758082
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[177] Elapsed time 5.297 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.690521
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[178] Elapsed time 5.179 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.771160
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=7.18]
INFO:root:Epoch[179] Elapsed time 5.136 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=7.176558
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[180] Elapsed time 5.312 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.817597
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[181] Elapsed time 5.150 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.593709
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[182] Elapsed time 5.176 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.359749
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.39it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[183] Elapsed time 5.441 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.908512
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[184] Elapsed time 5.109 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.410221
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[185] Elapsed time 5.166 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.343357
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[186] Elapsed time 5.105 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.904020
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[187] Elapsed time 5.159 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.653259
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=7.7]
INFO:root:Epoch[188] Elapsed time 5.334 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.702144
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[189] Elapsed time 5.184 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.257110
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[190] Elapsed time 5.272 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.065404
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[191] Elapsed time 5.229 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.778499
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[192] Elapsed time 5.316 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.612046
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[193] Elapsed time 5.115 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.964571
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[194] Elapsed time 5.102 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=7.048221
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[195] Elapsed time 5.314 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.744453
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[196] Elapsed time 5.137 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.491912
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[197] Elapsed time 5.180 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.486611
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.18it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[198] Elapsed time 5.503 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.800216
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[199] Elapsed time 5.224 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.419912
INFO:root:Loading parameters from best epoch (184)
INFO:root:Final loss: 5.410221085548401 (occurred at epoch 184)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:38<00:00, 35.34it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE     MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  1.354429  0.144465  19.2277            0.131137            0.087547    44   

   epochs  num_batches  
0     200          100  
Seed: 45
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661
100%|██████████| 100/100 [00:05<00:00, 18.33it/s, avg_epoch_loss=7.68]
INFO:root:Epoch[0] Elapsed time 5.458 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.680838
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=7.66]
INFO:root:Epoch[1] Elapsed time 5.245 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.662108
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[2] Elapsed time 5.371 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.034881
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[3] Elapsed time 5.128 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.839742
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.25it/s, avg_epoch_loss=7.46]
INFO:root:Epoch[4] Elapsed time 5.480 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.463738
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[5] Elapsed time 5.089 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.799667
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[6] Elapsed time 5.092 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.877238
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[7] Elapsed time 5.135 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.606140
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[8] Elapsed time 5.111 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.437067
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=7.77]
INFO:root:Epoch[9] Elapsed time 5.186 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.766144
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[10] Elapsed time 5.146 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.744996
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[11] Elapsed time 5.160 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.587553
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[12] Elapsed time 5.285 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.154492
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[13] Elapsed time 5.245 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.910587
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[14] Elapsed time 5.026 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.581838
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[15] Elapsed time 5.034 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.099734
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[16] Elapsed time 5.303 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.974673
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[17] Elapsed time 5.138 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.019064
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[18] Elapsed time 5.149 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.014254
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.44it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[19] Elapsed time 5.426 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.800376
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[20] Elapsed time 5.037 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.311613
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[21] Elapsed time 5.040 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.480212
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[22] Elapsed time 5.116 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.404334
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[23] Elapsed time 5.093 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.595494
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=7.35]
INFO:root:Epoch[24] Elapsed time 5.253 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.351882
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[25] Elapsed time 5.162 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.249819
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.12it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[26] Elapsed time 5.844 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.644680
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.58it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[27] Elapsed time 5.388 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.095162
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[28] Elapsed time 5.088 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.363142
INFO:root:Epoch[29] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[29] Elapsed time 5.076 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.705460
INFO:root:Epoch[30] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[30] Elapsed time 5.024 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.170399
INFO:root:Epoch[31] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[31] Elapsed time 5.261 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.462064
INFO:root:Epoch[32] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6]
INFO:root:Epoch[32] Elapsed time 5.135 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.999145
INFO:root:Epoch[33] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[33] Elapsed time 5.169 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.974921
INFO:root:Epoch[34] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[34] Elapsed time 5.348 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.563771
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[35] Elapsed time 5.086 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.223466
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[36] Elapsed time 5.044 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.492048
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[37] Elapsed time 5.108 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.036245
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[38] Elapsed time 5.157 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.724943
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[39] Elapsed time 5.257 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.255112
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[40] Elapsed time 5.110 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.068916
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[41] Elapsed time 5.238 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.812945
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[42] Elapsed time 5.330 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.976686
INFO:root:Loading parameters from best epoch (32)
INFO:root:Epoch[43] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[43] Elapsed time 5.072 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.035803
INFO:root:Epoch[44] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[44] Elapsed time 5.063 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.799049
INFO:root:Epoch[45] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[45] Elapsed time 5.062 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.924005
INFO:root:Epoch[46] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[46] Elapsed time 5.296 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.199263
INFO:root:Epoch[47] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[47] Elapsed time 5.076 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.198366
INFO:root:Epoch[48] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[48] Elapsed time 5.222 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.113081
INFO:root:Epoch[49] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[49] Elapsed time 5.144 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.183076
INFO:root:Epoch[50] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[50] Elapsed time 5.083 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.275112
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[51] Elapsed time 5.015 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.459487
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[52] Elapsed time 5.137 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.862169
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[53] Elapsed time 5.145 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.099835
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[54] Elapsed time 5.270 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.078152
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[55] Elapsed time 5.150 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.114829
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[56] Elapsed time 5.126 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.920556
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[57] Elapsed time 5.302 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.928032
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[58] Elapsed time 5.089 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.942122
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[59] Elapsed time 5.099 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.916765
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[60] Elapsed time 5.146 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.799239
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 17.16it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[61] Elapsed time 5.830 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.945001
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[62] Elapsed time 5.126 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.249350
INFO:root:Loading parameters from best epoch (52)
INFO:root:Epoch[63] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=7.24]
INFO:root:Epoch[63] Elapsed time 5.392 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.236509
INFO:root:Epoch[64] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[64] Elapsed time 5.093 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.976796
INFO:root:Epoch[65] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[65] Elapsed time 5.081 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.353275
INFO:root:Epoch[66] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[66] Elapsed time 5.000 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.190896
INFO:root:Epoch[67] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[67] Elapsed time 5.132 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.802156
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.33]
INFO:root:Epoch[68] Elapsed time 5.137 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.328858
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[69] Elapsed time 5.153 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.949634
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[70] Elapsed time 5.115 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.232995
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[71] Elapsed time 5.155 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.943362
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[72] Elapsed time 5.274 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.969283
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[73] Elapsed time 5.053 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.967503
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[74] Elapsed time 5.049 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.954673
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[75] Elapsed time 5.109 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.761846
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[76] Elapsed time 5.221 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.947668
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[77] Elapsed time 5.193 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.295639
INFO:root:Loading parameters from best epoch (67)
INFO:root:Epoch[78] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=7.25]
INFO:root:Epoch[78] Elapsed time 5.391 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.250804
INFO:root:Epoch[79] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[79] Elapsed time 5.116 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.761915
INFO:root:Epoch[80] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[80] Elapsed time 5.051 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.339146
INFO:root:Epoch[81] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[81] Elapsed time 5.007 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.067348
INFO:root:Epoch[82] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[82] Elapsed time 5.099 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.814021
INFO:root:Epoch[83] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=7.7]
INFO:root:Epoch[83] Elapsed time 5.149 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.702426
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[84] Elapsed time 5.157 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.800981
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[85] Elapsed time 5.109 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.273778
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.96]
INFO:root:Epoch[86] Elapsed time 5.223 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.958917
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[87] Elapsed time 5.298 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.834013
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[88] Elapsed time 5.040 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.913188
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[89] Elapsed time 5.096 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.066128
INFO:root:Loading parameters from best epoch (79)
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[90] Elapsed time 5.207 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.874131
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[91] Elapsed time 5.250 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.799027
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[92] Elapsed time 5.206 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.503160
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.64it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[93] Elapsed time 5.367 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.992231
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[94] Elapsed time 5.040 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.641222
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[95] Elapsed time 5.045 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.410956
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.55it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[96] Elapsed time 5.698 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.068437
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[97] Elapsed time 5.156 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.853424
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=7.93]
INFO:root:Epoch[98] Elapsed time 5.317 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.934292
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[99] Elapsed time 5.254 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.427554
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[100] Elapsed time 5.345 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.292661
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[101] Elapsed time 5.191 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.992095
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.51it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[102] Elapsed time 5.407 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.817140
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[103] Elapsed time 5.082 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.015945
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[104] Elapsed time 5.046 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.069996
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[105] Elapsed time 5.298 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.785659
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[106] Elapsed time 5.248 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.664696
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[107] Elapsed time 5.210 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.584417
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.36it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[108] Elapsed time 5.449 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.937642
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[109] Elapsed time 5.010 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.649881
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[110] Elapsed time 5.144 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.332635
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6]
INFO:root:Epoch[111] Elapsed time 5.069 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.001911
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[112] Elapsed time 5.110 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.879300
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=7.98]
INFO:root:Epoch[113] Elapsed time 5.240 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.983875
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[114] Elapsed time 5.131 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.362712
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[115] Elapsed time 5.177 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.321187
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.96]
INFO:root:Epoch[116] Elapsed time 5.246 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.964741
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[117] Elapsed time 5.302 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.757028
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[118] Elapsed time 5.119 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.029446
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[119] Elapsed time 5.099 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.929384
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[120] Elapsed time 5.327 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.811566
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[121] Elapsed time 5.240 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.618244
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[122] Elapsed time 5.277 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.582619
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.35it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[123] Elapsed time 5.454 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.928029
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[124] Elapsed time 5.097 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.595875
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[125] Elapsed time 5.076 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.344940
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[126] Elapsed time 5.113 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.019770
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[127] Elapsed time 5.154 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.912106
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=7.89]
INFO:root:Epoch[128] Elapsed time 5.246 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.892069
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[129] Elapsed time 5.114 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.212700
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.10it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[130] Elapsed time 5.853 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.231635
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[131] Elapsed time 5.258 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.935400
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[132] Elapsed time 5.269 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.611901
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[133] Elapsed time 5.105 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.059998
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[134] Elapsed time 5.157 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.943205
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.64it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[135] Elapsed time 5.368 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.762831
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[136] Elapsed time 5.152 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.481980
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[137] Elapsed time 5.175 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.719092
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[138] Elapsed time 5.391 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.714880
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[139] Elapsed time 5.080 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.682412
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[140] Elapsed time 5.010 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.317646
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[141] Elapsed time 5.089 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.963293
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[142] Elapsed time 5.011 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.029654
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=7.74]
INFO:root:Epoch[143] Elapsed time 5.209 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.737166
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[144] Elapsed time 5.045 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.034456
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[145] Elapsed time 5.141 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.399385
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[146] Elapsed time 5.245 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.942001
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[147] Elapsed time 5.284 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.444757
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[148] Elapsed time 5.097 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.149337
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[149] Elapsed time 5.093 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.944545
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[150] Elapsed time 5.268 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.692079
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[151] Elapsed time 5.089 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.405696
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[152] Elapsed time 5.143 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.810876
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[153] Elapsed time 5.325 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.701441
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[154] Elapsed time 5.080 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.764127
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[155] Elapsed time 5.122 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.281594
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[156] Elapsed time 5.075 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.977011
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[157] Elapsed time 5.252 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.107675
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.43it/s, avg_epoch_loss=7.66]
INFO:root:Epoch[158] Elapsed time 5.429 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.658022
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[159] Elapsed time 5.094 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.020159
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[160] Elapsed time 5.114 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.451052
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.61it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[161] Elapsed time 5.379 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.922986
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[162] Elapsed time 5.182 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.382646
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[163] Elapsed time 5.153 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.146345
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[164] Elapsed time 5.059 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.947604
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 16.67it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[165] Elapsed time 6.001 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.693636
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.36]
INFO:root:Epoch[166] Elapsed time 5.126 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.358002
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[167] Elapsed time 5.292 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.699217
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[168] Elapsed time 5.389 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.686534
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[169] Elapsed time 5.099 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.687327
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[170] Elapsed time 5.115 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.325219
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[171] Elapsed time 5.104 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.918436
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[172] Elapsed time 5.221 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.959127
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.66it/s, avg_epoch_loss=7.72]
INFO:root:Epoch[173] Elapsed time 5.362 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.717674
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[174] Elapsed time 5.276 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.029678
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[175] Elapsed time 5.160 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.306374
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[176] Elapsed time 5.301 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.906535
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[177] Elapsed time 5.375 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.380521
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[178] Elapsed time 5.104 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.071461
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[179] Elapsed time 5.033 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.888093
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[180] Elapsed time 5.401 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.671944
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[181] Elapsed time 5.129 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.346800
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[182] Elapsed time 5.103 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.737181
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.65it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[183] Elapsed time 5.362 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.662419
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[184] Elapsed time 5.028 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.609975
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[185] Elapsed time 5.010 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.287350
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[186] Elapsed time 5.104 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.865308
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[187] Elapsed time 5.121 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.885579
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=7.78]
INFO:root:Epoch[188] Elapsed time 5.339 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.781498
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[189] Elapsed time 5.164 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.097665
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[190] Elapsed time 5.183 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.173472
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[191] Elapsed time 5.223 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.843474
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[192] Elapsed time 5.324 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.618807
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[193] Elapsed time 5.060 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.909303
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[194] Elapsed time 5.015 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.904599
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[195] Elapsed time 5.285 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.679048
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[196] Elapsed time 5.288 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.444080
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[197] Elapsed time 5.167 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.551050
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.55it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[198] Elapsed time 5.395 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.765468
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.16it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[199] Elapsed time 5.830 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.609209
INFO:root:Loading parameters from best epoch (181)
INFO:root:Final loss: 5.346800227165222 (occurred at epoch 181)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:31<00:00, 35.52it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  2.126319  0.171323  38.685766            0.164388             0.08606   

   seed  epochs  num_batches  
0    45     200          100  
Seed: 46
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661
100%|██████████| 100/100 [00:05<00:00, 18.29it/s, avg_epoch_loss=7.47]
INFO:root:Epoch[0] Elapsed time 5.475 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.469399
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=7.58]
INFO:root:Epoch[1] Elapsed time 5.237 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.584981
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[2] Elapsed time 5.374 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.975284
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[3] Elapsed time 5.202 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.851929
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.13it/s, avg_epoch_loss=7.4]
INFO:root:Epoch[4] Elapsed time 5.521 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.399633
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[5] Elapsed time 5.053 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.219130
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[6] Elapsed time 5.022 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.811013
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[7] Elapsed time 5.039 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.444119
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[8] Elapsed time 5.138 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.418253
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=7.67]
INFO:root:Epoch[9] Elapsed time 5.317 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.673198
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[10] Elapsed time 5.125 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.490993
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[11] Elapsed time 5.163 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.725921
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[12] Elapsed time 5.243 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.116279
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[13] Elapsed time 5.176 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.743476
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[14] Elapsed time 5.055 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.484901
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=7.23]
INFO:root:Epoch[15] Elapsed time 5.049 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.233748
INFO:root:Loading parameters from best epoch (5)
INFO:root:Epoch[16] Learning rate is 0.0005
100%|██████████| 100/100 [00:06<00:00, 16.61it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[16] Elapsed time 6.025 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.174106
INFO:root:Epoch[17] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[17] Elapsed time 5.202 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.947745
INFO:root:Epoch[18] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=7.21]
INFO:root:Epoch[18] Elapsed time 5.226 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.214285
INFO:root:Epoch[19] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.23it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[19] Elapsed time 5.487 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.830807
INFO:root:Epoch[20] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[20] Elapsed time 5.042 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.210419
INFO:root:Epoch[21] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[21] Elapsed time 5.125 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.594970
INFO:root:Epoch[22] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[22] Elapsed time 5.090 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.254660
INFO:root:Epoch[23] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[23] Elapsed time 5.223 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.748178
INFO:root:Epoch[24] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=7.54]
INFO:root:Epoch[24] Elapsed time 5.298 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.538125
INFO:root:Epoch[25] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[25] Elapsed time 5.165 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.296602
INFO:root:Epoch[26] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[26] Elapsed time 5.258 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.864569
INFO:root:Epoch[27] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=7.24]
INFO:root:Epoch[27] Elapsed time 5.355 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.241261
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[28] Elapsed time 5.083 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.520794
INFO:root:Epoch[29] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=7]
INFO:root:Epoch[29] Elapsed time 5.177 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=7.002060
INFO:root:Epoch[30] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=7.27]
INFO:root:Epoch[30] Elapsed time 5.134 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.266877
INFO:root:Epoch[31] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[31] Elapsed time 5.265 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.647057
INFO:root:Epoch[32] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[32] Elapsed time 5.203 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.266088
INFO:root:Epoch[33] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[33] Elapsed time 5.293 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.092427
INFO:root:Epoch[34] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[34] Elapsed time 5.239 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.528965
INFO:root:Epoch[35] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[35] Elapsed time 5.077 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.416321
INFO:root:Epoch[36] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[36] Elapsed time 5.125 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.573998
INFO:root:Epoch[37] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[37] Elapsed time 5.165 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.017158
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[38] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=7.46]
INFO:root:Epoch[38] Elapsed time 5.198 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.458232
INFO:root:Epoch[39] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=7.45]
INFO:root:Epoch[39] Elapsed time 5.269 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.449270
INFO:root:Epoch[40] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[40] Elapsed time 5.275 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.479371
INFO:root:Epoch[41] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[41] Elapsed time 5.228 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.145061
INFO:root:Epoch[42] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[42] Elapsed time 5.314 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.170545
INFO:root:Epoch[43] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[43] Elapsed time 5.097 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.461238
INFO:root:Epoch[44] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=7.34]
INFO:root:Epoch[44] Elapsed time 5.120 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.342702
INFO:root:Epoch[45] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[45] Elapsed time 5.125 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=7.120464
INFO:root:Epoch[46] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[46] Elapsed time 5.209 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.306633
INFO:root:Epoch[47] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[47] Elapsed time 5.128 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.588965
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[48] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.59it/s, avg_epoch_loss=7.58]
INFO:root:Epoch[48] Elapsed time 5.382 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.577718
INFO:root:Epoch[49] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[49] Elapsed time 5.160 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.289640
INFO:root:Epoch[50] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.21it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[50] Elapsed time 5.495 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.635140
INFO:root:Epoch[51] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[51] Elapsed time 5.352 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.493216
INFO:root:Epoch[52] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[52] Elapsed time 5.154 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.169237
INFO:root:Epoch[53] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=7.81]
INFO:root:Epoch[53] Elapsed time 5.228 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.813900
INFO:root:Epoch[54] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[54] Elapsed time 5.179 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.040091
INFO:root:Epoch[55] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[55] Elapsed time 5.306 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.574381
INFO:root:Epoch[56] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[56] Elapsed time 5.277 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.144769
INFO:root:Epoch[57] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=7.23]
INFO:root:Epoch[57] Elapsed time 5.305 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.232248
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[58] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[58] Elapsed time 5.077 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.466360
INFO:root:Epoch[59] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=7.53]
INFO:root:Epoch[59] Elapsed time 5.040 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.525390
INFO:root:Epoch[60] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=7.23]
INFO:root:Epoch[60] Elapsed time 5.249 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.230976
INFO:root:Epoch[61] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[61] Elapsed time 5.230 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.160568
INFO:root:Epoch[62] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[62] Elapsed time 5.160 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.917535
INFO:root:Epoch[63] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.01it/s, avg_epoch_loss=7.38]
INFO:root:Epoch[63] Elapsed time 5.554 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.382829
INFO:root:Epoch[64] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[64] Elapsed time 5.174 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.156557
INFO:root:Epoch[65] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[65] Elapsed time 5.082 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.725564
INFO:root:Epoch[66] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[66] Elapsed time 5.088 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.407329
INFO:root:Epoch[67] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[67] Elapsed time 5.126 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.165022
INFO:root:Epoch[68] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=8.08]
INFO:root:Epoch[68] Elapsed time 5.304 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=8.079825
INFO:root:Epoch[69] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[69] Elapsed time 5.116 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.731187
INFO:root:Epoch[70] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[70] Elapsed time 5.179 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.518803
INFO:root:Epoch[71] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[71] Elapsed time 5.228 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.215276
INFO:root:Epoch[72] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.50it/s, avg_epoch_loss=7.13]
INFO:root:Epoch[72] Elapsed time 5.408 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=7.133761
INFO:root:Epoch[73] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[73] Elapsed time 5.063 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.525579
INFO:root:Epoch[74] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.32]
INFO:root:Epoch[74] Elapsed time 5.117 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.323958
INFO:root:Epoch[75] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[75] Elapsed time 5.288 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.113913
INFO:root:Epoch[76] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[76] Elapsed time 5.079 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.010707
INFO:root:Epoch[77] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[77] Elapsed time 5.081 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.946604
INFO:root:Epoch[78] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=7.21]
INFO:root:Epoch[78] Elapsed time 5.346 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.205050
INFO:root:Epoch[79] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[79] Elapsed time 5.092 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.103083
INFO:root:Epoch[80] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[80] Elapsed time 5.078 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.692315
INFO:root:Epoch[81] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[81] Elapsed time 5.091 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.343996
INFO:root:Epoch[82] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[82] Elapsed time 5.057 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.182174
INFO:root:Epoch[83] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=8.03]
INFO:root:Epoch[83] Elapsed time 5.155 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=8.029802
INFO:root:Epoch[84] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[84] Elapsed time 5.140 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.625959
INFO:root:Epoch[85] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.25it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[85] Elapsed time 5.802 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.486888
INFO:root:Epoch[86] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[86] Elapsed time 5.218 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.145550
INFO:root:Epoch[87] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=7]
INFO:root:Epoch[87] Elapsed time 5.280 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.995882
INFO:root:Epoch[88] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[88] Elapsed time 5.136 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.515290
INFO:root:Epoch[89] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=7.27]
INFO:root:Epoch[89] Elapsed time 5.145 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.273697
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[90] Elapsed time 5.355 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=7.048813
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[91] Elapsed time 5.233 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.772489
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[92] Elapsed time 5.132 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=7.017320
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[93] Elapsed time 5.375 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.028547
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[94] Elapsed time 5.131 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.992455
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[95] Elapsed time 5.073 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.673336
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[96] Elapsed time 5.215 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.255572
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[97] Elapsed time 5.151 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.210194
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=7.88]
INFO:root:Epoch[98] Elapsed time 5.269 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.879064
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[99] Elapsed time 5.315 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.490222
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[100] Elapsed time 5.307 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.506195
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[101] Elapsed time 5.215 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=7.137747
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[102] Elapsed time 5.301 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.953623
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[103] Elapsed time 5.077 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.418172
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=7.21]
INFO:root:Epoch[104] Elapsed time 5.083 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.209257
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[105] Elapsed time 5.336 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.925129
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[106] Elapsed time 5.114 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.630522
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[107] Elapsed time 5.138 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=7.010881
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.54it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[108] Elapsed time 5.398 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.861424
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[109] Elapsed time 5.082 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.038660
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[110] Elapsed time 5.041 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.581507
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[111] Elapsed time 5.069 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.234004
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[112] Elapsed time 5.094 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.281688
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=7.65]
INFO:root:Epoch[113] Elapsed time 5.271 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.646758
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[114] Elapsed time 5.237 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.311145
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[115] Elapsed time 5.162 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.668218
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[116] Elapsed time 5.207 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=7.045157
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[117] Elapsed time 5.146 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.728743
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[118] Elapsed time 5.094 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.363975
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=7.21]
INFO:root:Epoch[119] Elapsed time 5.326 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.211763
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.19it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[120] Elapsed time 5.820 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.765569
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[121] Elapsed time 5.070 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.444993
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[122] Elapsed time 5.184 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=7.027595
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.47it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[123] Elapsed time 5.416 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.812953
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[124] Elapsed time 5.144 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.984993
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[125] Elapsed time 5.090 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.485310
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[126] Elapsed time 5.076 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.122388
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[127] Elapsed time 5.083 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.166854
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=7.53]
INFO:root:Epoch[128] Elapsed time 5.300 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.533848
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[129] Elapsed time 5.149 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.206682
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[130] Elapsed time 5.244 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.525679
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[131] Elapsed time 5.245 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.950955
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[132] Elapsed time 5.249 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.639140
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[133] Elapsed time 5.078 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.288970
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[134] Elapsed time 5.195 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=7.043889
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[135] Elapsed time 5.342 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.794554
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[136] Elapsed time 5.199 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.427578
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[137] Elapsed time 5.140 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.984931
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.50it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[138] Elapsed time 5.409 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.719985
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[139] Elapsed time 5.068 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.961556
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[140] Elapsed time 5.099 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.377190
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[141] Elapsed time 5.113 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.033971
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[142] Elapsed time 5.119 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.355430
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=7.4]
INFO:root:Epoch[143] Elapsed time 5.291 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.401553
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[144] Elapsed time 5.103 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.932560
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[145] Elapsed time 5.147 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.546708
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[146] Elapsed time 5.345 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.868805
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[147] Elapsed time 5.219 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.446160
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[148] Elapsed time 5.054 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.345194
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[149] Elapsed time 5.086 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=7.100610
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.65it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[150] Elapsed time 5.364 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.538140
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[151] Elapsed time 5.188 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.548259
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[152] Elapsed time 5.216 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=7.026125
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.50it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[153] Elapsed time 5.409 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.483817
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.39it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[154] Elapsed time 5.752 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.029229
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[155] Elapsed time 5.057 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.282802
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[156] Elapsed time 5.132 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.879352
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[157] Elapsed time 5.102 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.504792
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[158] Elapsed time 5.269 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.260667
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[159] Elapsed time 5.157 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.849645
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[160] Elapsed time 5.272 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.644506
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.63it/s, avg_epoch_loss=7]
INFO:root:Epoch[161] Elapsed time 5.372 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=7.004341
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[162] Elapsed time 5.097 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.934127
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[163] Elapsed time 5.082 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.608993
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[164] Elapsed time 5.109 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.980260
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[165] Elapsed time 5.334 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.268311
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[166] Elapsed time 5.165 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.799087
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[167] Elapsed time 5.228 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.889896
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[168] Elapsed time 5.340 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.355356
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[169] Elapsed time 5.051 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.021495
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[170] Elapsed time 5.133 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.259139
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[171] Elapsed time 5.120 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.836686
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[172] Elapsed time 5.126 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.478389
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.60it/s, avg_epoch_loss=7.21]
INFO:root:Epoch[173] Elapsed time 5.380 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.209014
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[174] Elapsed time 5.158 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.839097
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[175] Elapsed time 5.276 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.490526
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[176] Elapsed time 5.319 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.966990
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[177] Elapsed time 5.193 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.053294
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[178] Elapsed time 5.113 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.409664
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[179] Elapsed time 5.048 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=7.022321
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[180] Elapsed time 5.318 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.384111
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[181] Elapsed time 5.204 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.485383
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[182] Elapsed time 5.181 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.946530
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[183] Elapsed time 5.346 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.413487
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[184] Elapsed time 5.087 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.963216
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[185] Elapsed time 5.105 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.257691
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[186] Elapsed time 5.095 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.915656
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[187] Elapsed time 5.147 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.243923
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.90it/s, avg_epoch_loss=7.27]
INFO:root:Epoch[188] Elapsed time 5.587 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.272309
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.94it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[189] Elapsed time 5.576 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.755836
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[190] Elapsed time 5.345 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.472972
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[191] Elapsed time 5.266 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.812351
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[192] Elapsed time 5.209 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.276554
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[193] Elapsed time 5.113 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.218404
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[194] Elapsed time 5.110 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=7.050741
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.41it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[195] Elapsed time 5.437 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.414076
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[196] Elapsed time 5.157 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.518793
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[197] Elapsed time 5.233 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.862219
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[198] Elapsed time 5.313 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.375064
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[199] Elapsed time 5.078 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.972240
INFO:root:Loading parameters from best epoch (136)
INFO:root:Final loss: 5.427578110694885 (occurred at epoch 136)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:36<00:00, 35.39it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.446229  0.224079  93.435105            0.240144            0.106094   

   seed  epochs  num_batches  
0    46     200          100  
Seed: 47
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661
100%|██████████| 100/100 [00:05<00:00, 18.27it/s, avg_epoch_loss=7.56]
INFO:root:Epoch[0] Elapsed time 5.475 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.564522
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=7.65]
INFO:root:Epoch[1] Elapsed time 5.252 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.645056
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.54it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[2] Elapsed time 5.396 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.044197
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[3] Elapsed time 5.161 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.895265
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 16.36it/s, avg_epoch_loss=7.44]
INFO:root:Epoch[4] Elapsed time 6.115 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.438378
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[5] Elapsed time 5.053 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.589772
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[6] Elapsed time 5.147 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.863193
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[7] Elapsed time 5.017 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.567570
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[8] Elapsed time 5.128 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.350867
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=7.79]
INFO:root:Epoch[9] Elapsed time 5.220 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.791692
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[10] Elapsed time 5.136 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.794490
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[11] Elapsed time 5.204 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.708627
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=7.18]
INFO:root:Epoch[12] Elapsed time 5.225 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.177149
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[13] Elapsed time 5.325 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.879504
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[14] Elapsed time 5.253 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.651145
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=7.21]
INFO:root:Epoch[15] Elapsed time 5.146 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.205096
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[16] Elapsed time 5.356 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.845015
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[17] Elapsed time 5.268 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.026589
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[18] Elapsed time 5.336 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.013278
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.40it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[19] Elapsed time 5.436 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.619446
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[20] Elapsed time 5.129 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.231650
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[21] Elapsed time 5.131 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.426817
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[22] Elapsed time 5.242 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.091455
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[23] Elapsed time 5.104 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.638793
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=7.25]
INFO:root:Epoch[24] Elapsed time 5.354 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.249866
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[25] Elapsed time 5.052 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.195881
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[26] Elapsed time 5.210 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.773127
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.60it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[27] Elapsed time 5.379 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.007697
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[28] Elapsed time 5.104 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.207742
INFO:root:Epoch[29] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[29] Elapsed time 5.080 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.940006
INFO:root:Epoch[30] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[30] Elapsed time 5.100 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.028891
INFO:root:Epoch[31] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[31] Elapsed time 5.306 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.432140
INFO:root:Epoch[32] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[32] Elapsed time 5.155 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.273926
INFO:root:Epoch[33] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[33] Elapsed time 5.303 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.084946
INFO:root:Epoch[34] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[34] Elapsed time 5.171 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.127737
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[35] Elapsed time 5.084 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.329344
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[36] Elapsed time 5.038 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.233195
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[37] Elapsed time 5.125 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.926015
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[38] Elapsed time 5.173 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.201333
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 17.19it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[39] Elapsed time 5.818 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.899003
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[40] Elapsed time 5.148 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.186964
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[41] Elapsed time 5.206 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.862726
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[42] Elapsed time 5.335 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.874671
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[43] Elapsed time 5.086 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.963249
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[44] Elapsed time 5.055 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.982283
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[45] Elapsed time 5.187 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.829704
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[46] Elapsed time 5.235 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.962555
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[47] Elapsed time 5.197 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.432113
INFO:root:Loading parameters from best epoch (37)
INFO:root:Epoch[48] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.54it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[48] Elapsed time 5.397 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.043267
INFO:root:Epoch[49] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[49] Elapsed time 5.110 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.790613
INFO:root:Epoch[50] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[50] Elapsed time 5.102 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.430295
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[51] Elapsed time 5.100 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.055007
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[52] Elapsed time 5.139 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.805342
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=7.65]
INFO:root:Epoch[53] Elapsed time 5.216 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.654998
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[54] Elapsed time 5.194 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.596212
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[55] Elapsed time 5.189 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.223137
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[56] Elapsed time 5.209 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.923359
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[57] Elapsed time 5.295 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.774736
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[58] Elapsed time 5.072 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.919867
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[59] Elapsed time 5.123 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.080409
INFO:root:Loading parameters from best epoch (49)
INFO:root:Epoch[60] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[60] Elapsed time 5.254 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.072245
INFO:root:Epoch[61] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[61] Elapsed time 5.151 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.813670
INFO:root:Epoch[62] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[62] Elapsed time 5.182 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.524069
INFO:root:Epoch[63] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.59it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[63] Elapsed time 5.381 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.028686
INFO:root:Epoch[64] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[64] Elapsed time 5.061 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.741834
INFO:root:Epoch[65] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[65] Elapsed time 5.085 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.469688
INFO:root:Epoch[66] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6]
INFO:root:Epoch[66] Elapsed time 5.124 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.003250
INFO:root:Epoch[67] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[67] Elapsed time 5.158 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.794816
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=7.76]
INFO:root:Epoch[68] Elapsed time 5.208 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.758527
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[69] Elapsed time 5.191 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.637454
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[70] Elapsed time 5.166 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.252321
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[71] Elapsed time 5.219 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.936577
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[72] Elapsed time 5.305 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.742498
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 17.23it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[73] Elapsed time 5.807 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.027647
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[74] Elapsed time 5.104 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.105373
INFO:root:Loading parameters from best epoch (64)
INFO:root:Epoch[75] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[75] Elapsed time 5.345 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.888825
INFO:root:Epoch[76] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[76] Elapsed time 5.138 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.683978
INFO:root:Epoch[77] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[77] Elapsed time 5.193 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.558789
INFO:root:Epoch[78] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.46it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[78] Elapsed time 5.419 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.048200
INFO:root:Epoch[79] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[79] Elapsed time 5.087 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.661038
INFO:root:Epoch[80] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[80] Elapsed time 5.079 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.422022
INFO:root:Epoch[81] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[81] Elapsed time 5.088 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.034949
INFO:root:Epoch[82] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[82] Elapsed time 5.118 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.838922
INFO:root:Epoch[83] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=7.95]
INFO:root:Epoch[83] Elapsed time 5.258 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.951641
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[84] Elapsed time 5.155 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.401356
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[85] Elapsed time 5.196 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.234632
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[86] Elapsed time 5.188 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.980089
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[87] Elapsed time 5.331 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.696242
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[88] Elapsed time 5.074 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.184905
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[89] Elapsed time 5.107 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.045288
INFO:root:Loading parameters from best epoch (79)
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.67it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[90] Elapsed time 5.360 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.874200
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[91] Elapsed time 5.119 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.544216
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[92] Elapsed time 5.200 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.702102
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.55it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[93] Elapsed time 5.395 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.864566
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[94] Elapsed time 5.098 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.730849
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[95] Elapsed time 5.107 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.412165
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[96] Elapsed time 5.076 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.964868
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[97] Elapsed time 5.118 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.975191
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=7.95]
INFO:root:Epoch[98] Elapsed time 5.277 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.952695
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[99] Elapsed time 5.083 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.262398
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[100] Elapsed time 5.165 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.359384
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[101] Elapsed time 5.359 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.992772
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[102] Elapsed time 5.222 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.581544
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[103] Elapsed time 5.058 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.256566
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[104] Elapsed time 5.076 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.051038
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[105] Elapsed time 5.336 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.708946
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[106] Elapsed time 5.107 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.510143
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[107] Elapsed time 5.172 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.804937
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:06<00:00, 16.64it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[108] Elapsed time 6.010 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.746606
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[109] Elapsed time 5.045 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.709972
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[110] Elapsed time 5.171 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.377161
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6]
INFO:root:Epoch[111] Elapsed time 5.160 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.997683
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[112] Elapsed time 5.173 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.963649
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=7.88]
INFO:root:Epoch[113] Elapsed time 5.331 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.883073
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[114] Elapsed time 5.117 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.187272
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[115] Elapsed time 5.257 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.379384
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.51it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[116] Elapsed time 5.407 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.942495
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[117] Elapsed time 5.249 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.555631
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[118] Elapsed time 5.148 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.206753
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[119] Elapsed time 5.074 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.021735
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.57it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[120] Elapsed time 5.390 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.798706
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[121] Elapsed time 5.317 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.495558
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[122] Elapsed time 5.178 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.770962
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.49it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[123] Elapsed time 5.410 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.763295
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[124] Elapsed time 5.012 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.668900
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[125] Elapsed time 5.063 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.352061
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[126] Elapsed time 5.100 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.955758
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[127] Elapsed time 5.081 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.055987
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=7.79]
INFO:root:Epoch[128] Elapsed time 5.244 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.788333
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[129] Elapsed time 5.106 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.183976
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[130] Elapsed time 5.187 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.325119
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[131] Elapsed time 5.289 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.985415
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[132] Elapsed time 5.221 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.513692
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[133] Elapsed time 5.104 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.154703
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[134] Elapsed time 5.064 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=7.014162
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.60it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[135] Elapsed time 5.380 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.676913
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[136] Elapsed time 5.113 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.427712
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[137] Elapsed time 5.192 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.813367
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.57it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[138] Elapsed time 5.388 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.664547
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[139] Elapsed time 5.018 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.747534
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[140] Elapsed time 5.098 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.333636
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[141] Elapsed time 5.085 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.914382
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.87it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[142] Elapsed time 5.598 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.010656
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.42it/s, avg_epoch_loss=7.72]
INFO:root:Epoch[143] Elapsed time 5.430 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.719460
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[144] Elapsed time 5.165 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.122569
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[145] Elapsed time 5.220 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.331933
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[146] Elapsed time 5.271 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.954918
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[147] Elapsed time 5.244 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.394859
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[148] Elapsed time 5.087 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.127677
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[149] Elapsed time 5.079 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=7.022828
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[150] Elapsed time 5.320 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.619801
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[151] Elapsed time 5.144 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.383135
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[152] Elapsed time 5.138 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.767699
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.51it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[153] Elapsed time 5.406 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.606102
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[154] Elapsed time 5.081 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.709189
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[155] Elapsed time 5.075 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.323234
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[156] Elapsed time 5.111 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.922878
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[157] Elapsed time 5.088 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.033308
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=7.65]
INFO:root:Epoch[158] Elapsed time 5.320 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.652190
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[159] Elapsed time 5.147 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.084770
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[160] Elapsed time 5.200 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.374555
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[161] Elapsed time 5.279 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.866136
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[162] Elapsed time 5.181 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.302084
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[163] Elapsed time 5.106 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.159726
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[164] Elapsed time 5.084 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=7.111394
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[165] Elapsed time 5.291 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.469150
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[166] Elapsed time 5.142 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.418240
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[167] Elapsed time 5.139 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.767367
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.54it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[168] Elapsed time 5.396 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.520138
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[169] Elapsed time 5.056 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.762957
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[170] Elapsed time 5.106 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.238387
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[171] Elapsed time 5.141 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.868240
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[172] Elapsed time 5.155 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.329605
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=7.53]
INFO:root:Epoch[173] Elapsed time 5.292 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.533483
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[174] Elapsed time 5.080 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.915441
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[175] Elapsed time 5.185 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.440645
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[176] Elapsed time 5.284 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.819289
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.27it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[177] Elapsed time 5.793 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.213129
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[178] Elapsed time 5.072 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.277518
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[179] Elapsed time 5.097 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=7.080159
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[180] Elapsed time 5.351 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.327683
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[181] Elapsed time 5.185 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.521168
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[182] Elapsed time 5.182 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.778443
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[183] Elapsed time 5.390 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.237468
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[184] Elapsed time 5.113 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.922344
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[185] Elapsed time 5.100 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.184038
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[186] Elapsed time 5.116 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.818888
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[187] Elapsed time 5.122 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.343227
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=7.49]
INFO:root:Epoch[188] Elapsed time 5.281 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.494713
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[189] Elapsed time 5.120 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.861057
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[190] Elapsed time 5.103 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.441348
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[191] Elapsed time 5.316 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.863980
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[192] Elapsed time 5.204 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.236731
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[193] Elapsed time 5.072 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.138481
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[194] Elapsed time 5.058 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=7.089422
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[195] Elapsed time 5.358 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.405853
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[196] Elapsed time 5.169 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.381183
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[197] Elapsed time 5.141 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.757374
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.42it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[198] Elapsed time 5.431 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.415855
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[199] Elapsed time 5.127 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.839262
INFO:root:Loading parameters from best epoch (196)
INFO:root:Final loss: 5.381183319091797 (occurred at epoch 196)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:41<00:00, 35.26it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.364302  0.145558  20.524969            0.132966            0.089891   

   seed  epochs  num_batches  
0    47     200          100  
Seed: 48
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661
100%|██████████| 100/100 [00:05<00:00, 17.83it/s, avg_epoch_loss=7.61]
INFO:root:Epoch[0] Elapsed time 5.612 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.606053
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=7.6]
INFO:root:Epoch[1] Elapsed time 5.337 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.601416
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.83it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[2] Elapsed time 5.609 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.098072
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[3] Elapsed time 5.251 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.980592
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.02it/s, avg_epoch_loss=7.52]
INFO:root:Epoch[4] Elapsed time 5.550 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.521626
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[5] Elapsed time 5.146 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.482413
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[6] Elapsed time 5.088 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.900555
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[7] Elapsed time 5.122 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.638657
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[8] Elapsed time 5.221 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.471326
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=7.78]
INFO:root:Epoch[9] Elapsed time 5.293 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.778261
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[10] Elapsed time 5.172 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.594928
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[11] Elapsed time 5.217 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.691027
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[12] Elapsed time 5.334 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.170319
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[13] Elapsed time 5.315 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.744028
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[14] Elapsed time 5.102 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.611388
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[15] Elapsed time 5.113 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.193400
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.43it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[16] Elapsed time 5.430 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.885460
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[17] Elapsed time 5.200 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.102677
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[18] Elapsed time 5.325 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.971495
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.09it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[19] Elapsed time 5.530 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.765017
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[20] Elapsed time 5.199 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.279325
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[21] Elapsed time 5.138 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.421640
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[22] Elapsed time 5.131 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.156490
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[23] Elapsed time 5.163 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.496386
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.42it/s, avg_epoch_loss=7.33]
INFO:root:Epoch[24] Elapsed time 5.433 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.328621
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[25] Elapsed time 5.188 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.389024
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 16.95it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[26] Elapsed time 5.903 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.634134
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.55it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[27] Elapsed time 5.393 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.099109
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[28] Elapsed time 5.190 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.328614
INFO:root:Epoch[29] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[29] Elapsed time 5.157 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.644762
INFO:root:Epoch[30] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[30] Elapsed time 5.206 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.153697
INFO:root:Epoch[31] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[31] Elapsed time 5.314 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.594327
INFO:root:Epoch[32] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[32] Elapsed time 5.138 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=5.921706
INFO:root:Epoch[33] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[33] Elapsed time 5.224 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.985832
INFO:root:Epoch[34] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[34] Elapsed time 5.337 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.438221
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[35] Elapsed time 5.096 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.170646
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[36] Elapsed time 5.095 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.365856
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[37] Elapsed time 5.137 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.870185
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[38] Elapsed time 5.161 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.739758
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[39] Elapsed time 5.302 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.219790
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[40] Elapsed time 5.156 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.096893
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[41] Elapsed time 5.208 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.826136
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.64it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[42] Elapsed time 5.370 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.021041
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[43] Elapsed time 5.093 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.018736
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[44] Elapsed time 5.157 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.569308
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[45] Elapsed time 5.145 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.965302
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.16it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[46] Elapsed time 5.509 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.299184
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[47] Elapsed time 5.222 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.137819
INFO:root:Loading parameters from best epoch (37)
INFO:root:Epoch[48] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[48] Elapsed time 5.337 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.142199
INFO:root:Epoch[49] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[49] Elapsed time 5.259 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.147652
INFO:root:Epoch[50] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[50] Elapsed time 5.094 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.199661
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[51] Elapsed time 5.134 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.277779
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[52] Elapsed time 5.122 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.775283
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[53] Elapsed time 5.256 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.053577
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=7.13]
INFO:root:Epoch[54] Elapsed time 5.318 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.127088
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[55] Elapsed time 5.192 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.085163
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[56] Elapsed time 5.213 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.879185
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.40it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[57] Elapsed time 5.438 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.903385
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[58] Elapsed time 5.111 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.871439
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[59] Elapsed time 5.153 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.930355
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 17.86it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[60] Elapsed time 5.602 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.782492
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.04it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[61] Elapsed time 5.545 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.022334
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[62] Elapsed time 5.168 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.230041
INFO:root:Loading parameters from best epoch (52)
INFO:root:Epoch[63] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.47it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[63] Elapsed time 5.417 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.186613
INFO:root:Epoch[64] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[64] Elapsed time 5.215 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.994430
INFO:root:Epoch[65] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[65] Elapsed time 5.114 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.293106
INFO:root:Epoch[66] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[66] Elapsed time 5.068 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.086707
INFO:root:Epoch[67] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[67] Elapsed time 5.148 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.728739
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=7.41]
INFO:root:Epoch[68] Elapsed time 5.175 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.409430
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[69] Elapsed time 5.268 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.904025
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[70] Elapsed time 5.210 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.273230
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[71] Elapsed time 5.172 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.887708
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[72] Elapsed time 5.301 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.858726
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[73] Elapsed time 5.185 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.888608
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[74] Elapsed time 5.137 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.968426
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[75] Elapsed time 5.157 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.817741
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[76] Elapsed time 5.333 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.037817
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[77] Elapsed time 5.200 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.119988
INFO:root:Loading parameters from best epoch (67)
INFO:root:Epoch[78] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[78] Elapsed time 5.372 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.154336
INFO:root:Epoch[79] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[79] Elapsed time 5.179 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.868747
INFO:root:Epoch[80] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[80] Elapsed time 5.096 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.251602
INFO:root:Epoch[81] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[81] Elapsed time 5.079 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.103946
INFO:root:Epoch[82] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[82] Elapsed time 5.311 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.698070
INFO:root:Epoch[83] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=7.57]
INFO:root:Epoch[83] Elapsed time 5.205 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.566546
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[84] Elapsed time 5.252 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.792613
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[85] Elapsed time 5.190 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.259432
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[86] Elapsed time 5.232 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.905269
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[87] Elapsed time 5.342 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.782585
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[88] Elapsed time 5.128 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.919131
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[89] Elapsed time 5.111 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.091652
INFO:root:Epoch[90] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[90] Elapsed time 5.291 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.859283
INFO:root:Epoch[91] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[91] Elapsed time 5.228 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.767348
INFO:root:Epoch[92] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[92] Elapsed time 5.234 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.510803
INFO:root:Loading parameters from best epoch (82)
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.11it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[93] Elapsed time 5.526 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.092312
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[94] Elapsed time 5.092 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.613966
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.46it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[95] Elapsed time 5.730 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.355214
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[96] Elapsed time 5.207 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.967180
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[97] Elapsed time 5.155 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.727745
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=7.87]
INFO:root:Epoch[98] Elapsed time 5.237 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.867683
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[99] Elapsed time 5.310 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.526824
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[100] Elapsed time 5.227 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.253694
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[101] Elapsed time 5.210 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.923942
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.31it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[102] Elapsed time 5.467 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.768931
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[103] Elapsed time 5.113 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.982818
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[104] Elapsed time 5.109 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.084831
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[105] Elapsed time 5.319 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.886314
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[106] Elapsed time 5.187 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.800873
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[107] Elapsed time 5.214 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.535389
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.12it/s, avg_epoch_loss=7]
INFO:root:Epoch[108] Elapsed time 5.520 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=7.002196
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[109] Elapsed time 5.097 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.599422
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[110] Elapsed time 5.117 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.359718
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[111] Elapsed time 5.096 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.944358
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[112] Elapsed time 5.252 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.702221
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=7.92]
INFO:root:Epoch[113] Elapsed time 5.267 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.921587
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[114] Elapsed time 5.198 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.502214
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[115] Elapsed time 5.309 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.210583
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[116] Elapsed time 5.299 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.934311
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[117] Elapsed time 5.310 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.690339
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[118] Elapsed time 5.125 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.056841
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[119] Elapsed time 5.155 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.034416
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.20it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[120] Elapsed time 5.496 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.810390
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[121] Elapsed time 5.305 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.662416
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[122] Elapsed time 5.313 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.575162
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.49it/s, avg_epoch_loss=6.96]
INFO:root:Epoch[123] Elapsed time 5.411 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.955714
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[124] Elapsed time 5.112 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.613791
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[125] Elapsed time 5.255 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.301640
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[126] Elapsed time 5.106 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.923229
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[127] Elapsed time 5.208 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.909995
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=7.92]
INFO:root:Epoch[128] Elapsed time 5.287 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.923720
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.07it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[129] Elapsed time 5.863 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.215754
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[130] Elapsed time 5.248 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.243564
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[131] Elapsed time 5.251 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.907790
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.49it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[132] Elapsed time 5.413 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.589799
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[133] Elapsed time 5.132 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.071903
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[134] Elapsed time 5.113 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.973479
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.48it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[135] Elapsed time 5.413 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.803895
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[136] Elapsed time 5.162 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.505581
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[137] Elapsed time 5.173 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.728728
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.39it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[138] Elapsed time 5.443 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.786130
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[139] Elapsed time 5.156 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.614131
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[140] Elapsed time 5.095 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.324318
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[141] Elapsed time 5.102 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.886122
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[142] Elapsed time 5.195 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.981445
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=7.77]
INFO:root:Epoch[143] Elapsed time 5.288 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.773709
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[144] Elapsed time 5.180 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.188949
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[145] Elapsed time 5.244 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.305519
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[146] Elapsed time 5.275 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.948941
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[147] Elapsed time 5.270 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.538812
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[148] Elapsed time 5.213 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.128130
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[149] Elapsed time 5.089 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.980657
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[150] Elapsed time 5.353 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.764550
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[151] Elapsed time 5.142 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.421805
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[152] Elapsed time 5.249 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.737786
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.20it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[153] Elapsed time 5.497 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.668983
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[154] Elapsed time 5.129 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.679717
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[155] Elapsed time 5.172 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.270695
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[156] Elapsed time 5.129 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.920136
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[157] Elapsed time 5.124 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.019137
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.65it/s, avg_epoch_loss=7.73]
INFO:root:Epoch[158] Elapsed time 5.366 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.729274
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[159] Elapsed time 5.289 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.056242
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[160] Elapsed time 5.224 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.462052
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[161] Elapsed time 5.315 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.887747
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[162] Elapsed time 5.266 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.374714
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.55it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[163] Elapsed time 5.701 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.164412
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[164] Elapsed time 5.132 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=7.056632
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.27it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[165] Elapsed time 5.477 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.530305
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[166] Elapsed time 5.180 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.422574
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[167] Elapsed time 5.163 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.867987
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.54it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[168] Elapsed time 5.396 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.529497
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[169] Elapsed time 5.177 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.766049
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[170] Elapsed time 5.075 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.227061
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[171] Elapsed time 5.250 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.837790
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[172] Elapsed time 5.211 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.121222
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.49it/s, avg_epoch_loss=7.57]
INFO:root:Epoch[173] Elapsed time 5.414 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.565858
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[174] Elapsed time 5.198 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.013064
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[175] Elapsed time 5.209 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.525713
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.51it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[176] Elapsed time 5.404 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.848591
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[177] Elapsed time 5.241 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.313554
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[178] Elapsed time 5.118 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.150886
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[179] Elapsed time 5.102 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=7.064065
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.66it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[180] Elapsed time 5.361 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.480959
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[181] Elapsed time 5.300 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.453979
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[182] Elapsed time 5.137 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.809155
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.42it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[183] Elapsed time 5.430 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.518736
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[184] Elapsed time 5.257 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.791463
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[185] Elapsed time 5.126 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.194977
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[186] Elapsed time 5.102 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.819660
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[187] Elapsed time 5.137 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.175802
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=7.56]
INFO:root:Epoch[188] Elapsed time 5.329 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.563140
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[189] Elapsed time 5.283 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.897671
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[190] Elapsed time 5.329 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.501389
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[191] Elapsed time 5.335 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.848436
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[192] Elapsed time 5.233 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.283950
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[193] Elapsed time 5.145 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.171812
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[194] Elapsed time 5.112 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=7.077859
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[195] Elapsed time 5.339 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.305894
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[196] Elapsed time 5.315 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.440610
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.06it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[197] Elapsed time 5.541 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.870884
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.18it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[198] Elapsed time 5.823 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.379597
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[199] Elapsed time 5.121 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.837605
INFO:root:Loading parameters from best epoch (151)
INFO:root:Final loss: 5.421805148124695 (occurred at epoch 151)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:41<00:00, 35.26it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.466845  0.148788  25.275662            0.134799            0.091555   

   seed  epochs  num_batches  
0    48     200          100  
Seed: 49
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661
100%|██████████| 100/100 [00:05<00:00, 18.15it/s, avg_epoch_loss=7.48]
INFO:root:Epoch[0] Elapsed time 5.512 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.477127
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=7.57]
INFO:root:Epoch[1] Elapsed time 5.321 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.567668
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.22it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[2] Elapsed time 5.490 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.905640
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[3] Elapsed time 5.258 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.864727
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.27it/s, avg_epoch_loss=7.46]
INFO:root:Epoch[4] Elapsed time 5.475 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.459012
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[5] Elapsed time 5.147 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.303009
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[6] Elapsed time 5.132 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.843868
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[7] Elapsed time 5.117 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.533030
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[8] Elapsed time 5.171 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.293931
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=7.76]
INFO:root:Epoch[9] Elapsed time 5.374 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.758851
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[10] Elapsed time 5.169 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.521338
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[11] Elapsed time 5.208 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.572780
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:06<00:00, 16.61it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[12] Elapsed time 6.024 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.172432
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[13] Elapsed time 5.229 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.840677
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[14] Elapsed time 5.136 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.586096
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[15] Elapsed time 5.143 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.203238
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[16] Elapsed time 5.341 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.922568
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[17] Elapsed time 5.185 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.861201
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=7]
INFO:root:Epoch[18] Elapsed time 5.177 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.004805
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[19] Elapsed time 5.398 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.787799
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[20] Elapsed time 5.136 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.266784
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[21] Elapsed time 5.153 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.403539
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[22] Elapsed time 5.117 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.107402
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[23] Elapsed time 5.185 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.659967
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=7.34]
INFO:root:Epoch[24] Elapsed time 5.301 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.338416
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[25] Elapsed time 5.167 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.089321
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[26] Elapsed time 5.218 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.606635
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[27] Elapsed time 5.346 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.028626
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[28] Elapsed time 5.168 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.458234
INFO:root:Epoch[29] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[29] Elapsed time 5.098 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.566162
INFO:root:Epoch[30] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=7.18]
INFO:root:Epoch[30] Elapsed time 5.165 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.175673
INFO:root:Epoch[31] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[31] Elapsed time 5.345 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.472002
INFO:root:Epoch[32] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=6]
INFO:root:Epoch[32] Elapsed time 5.327 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.004013
INFO:root:Epoch[33] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[33] Elapsed time 5.338 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.016529
INFO:root:Epoch[34] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[34] Elapsed time 5.353 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.473458
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[35] Elapsed time 5.075 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.237328
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[36] Elapsed time 5.124 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.385831
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[37] Elapsed time 5.254 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.860052
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[38] Elapsed time 5.158 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.806150
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.61it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[39] Elapsed time 5.376 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.164311
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[40] Elapsed time 5.147 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.032399
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[41] Elapsed time 5.340 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.833061
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.60it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[42] Elapsed time 5.379 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.872506
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[43] Elapsed time 5.136 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.947224
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[44] Elapsed time 5.101 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.017744
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[45] Elapsed time 5.157 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.814357
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 17.37it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[46] Elapsed time 5.761 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.030551
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.29it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[47] Elapsed time 5.469 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.320057
INFO:root:Loading parameters from best epoch (37)
INFO:root:Epoch[48] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.37it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[48] Elapsed time 5.447 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.165706
INFO:root:Epoch[49] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[49] Elapsed time 5.099 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.849896
INFO:root:Epoch[50] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[50] Elapsed time 5.121 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.365553
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[51] Elapsed time 5.089 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.096480
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[52] Elapsed time 5.171 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.810898
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=7.51]
INFO:root:Epoch[53] Elapsed time 5.226 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.511703
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[54] Elapsed time 5.243 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.650232
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[55] Elapsed time 5.274 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.213131
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[56] Elapsed time 5.218 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.929531
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.47it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[57] Elapsed time 5.417 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.817441
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[58] Elapsed time 5.070 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.900717
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[59] Elapsed time 5.143 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.029018
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[60] Elapsed time 5.242 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.892031
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[61] Elapsed time 5.230 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.727026
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[62] Elapsed time 5.306 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.437670
INFO:root:Epoch[63] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.54it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[63] Elapsed time 5.396 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.972975
INFO:root:Epoch[64] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[64] Elapsed time 5.136 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.587625
INFO:root:Epoch[65] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[65] Elapsed time 5.172 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.451851
INFO:root:Epoch[66] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[66] Elapsed time 5.114 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.056173
INFO:root:Epoch[67] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[67] Elapsed time 5.202 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.784335
INFO:root:Epoch[68] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=7.61]
INFO:root:Epoch[68] Elapsed time 5.252 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.609497
INFO:root:Epoch[69] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[69] Elapsed time 5.166 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.376118
INFO:root:Epoch[70] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[70] Elapsed time 5.221 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.168066
INFO:root:Epoch[71] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[71] Elapsed time 5.271 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.804207
INFO:root:Epoch[72] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[72] Elapsed time 5.304 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.658939
INFO:root:Epoch[73] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[73] Elapsed time 5.168 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.988720
INFO:root:Epoch[74] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[74] Elapsed time 5.101 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.936662
INFO:root:Loading parameters from best epoch (64)
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[75] Elapsed time 5.337 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.974997
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[76] Elapsed time 5.132 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.609569
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[77] Elapsed time 5.233 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.609359
INFO:root:Epoch[78] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 17.97it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[78] Elapsed time 5.570 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.922649
INFO:root:Epoch[79] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[79] Elapsed time 5.119 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.628311
INFO:root:Epoch[80] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[80] Elapsed time 5.136 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.371147
INFO:root:Epoch[81] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 17.24it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[81] Elapsed time 5.801 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.011373
INFO:root:Epoch[82] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[82] Elapsed time 5.151 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.799075
INFO:root:Epoch[83] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.58it/s, avg_epoch_loss=7.72]
INFO:root:Epoch[83] Elapsed time 5.385 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.719896
INFO:root:Epoch[84] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[84] Elapsed time 5.309 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.383692
INFO:root:Loading parameters from best epoch (64)
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[85] Elapsed time 5.200 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.103892
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[86] Elapsed time 5.322 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.974042
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[87] Elapsed time 5.301 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.724243
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[88] Elapsed time 5.147 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.017161
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[89] Elapsed time 5.094 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.019965
INFO:root:Epoch[90] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[90] Elapsed time 5.326 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.833595
INFO:root:Epoch[91] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[91] Elapsed time 5.137 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.678628
INFO:root:Epoch[92] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[92] Elapsed time 5.209 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.582194
INFO:root:Epoch[93] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.52it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[93] Elapsed time 5.401 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.945040
INFO:root:Epoch[94] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[94] Elapsed time 5.126 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.650513
INFO:root:Loading parameters from best epoch (64)
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[95] Elapsed time 5.227 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.415553
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[96] Elapsed time 5.119 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.010275
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[97] Elapsed time 5.163 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.919608
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=7.94]
INFO:root:Epoch[98] Elapsed time 5.321 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.938464
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[99] Elapsed time 5.228 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.163496
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[100] Elapsed time 5.207 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.221730
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[101] Elapsed time 5.265 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.908575
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[102] Elapsed time 5.334 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.641414
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[103] Elapsed time 5.130 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.079527
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[104] Elapsed time 5.091 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.023078
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.55it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[105] Elapsed time 5.393 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.797747
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[106] Elapsed time 5.150 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.630240
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[107] Elapsed time 5.172 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.681875
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.49it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[108] Elapsed time 5.414 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.865800
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[109] Elapsed time 5.106 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.733946
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[110] Elapsed time 5.117 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.348258
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[111] Elapsed time 5.120 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.901000
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[112] Elapsed time 5.130 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.005538
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=7.83]
INFO:root:Epoch[113] Elapsed time 5.337 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.832601
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[114] Elapsed time 5.185 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.117225
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 16.95it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[115] Elapsed time 5.905 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.329354
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[116] Elapsed time 5.347 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.904044
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[117] Elapsed time 5.300 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.352465
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[118] Elapsed time 5.108 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.138479
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[119] Elapsed time 5.095 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.983188
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[120] Elapsed time 5.351 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.734966
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[121] Elapsed time 5.281 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.479097
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[122] Elapsed time 5.196 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.867888
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.51it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[123] Elapsed time 5.403 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.637496
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[124] Elapsed time 5.089 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.813354
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[125] Elapsed time 5.114 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.317399
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[126] Elapsed time 5.112 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.958101
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[127] Elapsed time 5.165 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.074142
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.57it/s, avg_epoch_loss=7.76]
INFO:root:Epoch[128] Elapsed time 5.388 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.755120
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[129] Elapsed time 5.209 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.023820
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[130] Elapsed time 5.238 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.377623
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[131] Elapsed time 5.306 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.925927
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[132] Elapsed time 5.235 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.389716
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[133] Elapsed time 5.180 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.114331
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[134] Elapsed time 5.145 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=7.012226
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[135] Elapsed time 5.351 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.667447
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[136] Elapsed time 5.195 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.479448
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[137] Elapsed time 5.241 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.791762
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.48it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[138] Elapsed time 5.417 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.696507
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[139] Elapsed time 5.103 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.769265
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[140] Elapsed time 5.097 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.321125
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[141] Elapsed time 5.210 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.940076
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[142] Elapsed time 5.132 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.020464
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=7.67]
INFO:root:Epoch[143] Elapsed time 5.300 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.673438
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[144] Elapsed time 5.145 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.040754
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[145] Elapsed time 5.206 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.360629
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[146] Elapsed time 5.281 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.856401
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[147] Elapsed time 5.240 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.294315
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[148] Elapsed time 5.111 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.106014
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.45it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[149] Elapsed time 5.423 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=7.071929
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.77it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[150] Elapsed time 5.630 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.586868
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[151] Elapsed time 5.176 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.412071
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[152] Elapsed time 5.218 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.820024
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.03it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[153] Elapsed time 5.550 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.629701
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[154] Elapsed time 5.094 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.724414
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[155] Elapsed time 5.172 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.271839
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[156] Elapsed time 5.184 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.943906
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[157] Elapsed time 5.222 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.016185
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=7.61]
INFO:root:Epoch[158] Elapsed time 5.296 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.614618
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[159] Elapsed time 5.157 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.013539
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[160] Elapsed time 5.189 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.321145
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[161] Elapsed time 5.310 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.935896
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[162] Elapsed time 5.230 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.327595
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[163] Elapsed time 5.219 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.083852
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[164] Elapsed time 5.094 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=7.018120
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[165] Elapsed time 5.389 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.605126
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[166] Elapsed time 5.141 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.375123
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[167] Elapsed time 5.172 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.846061
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[168] Elapsed time 5.397 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.630927
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[169] Elapsed time 5.101 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.796373
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[170] Elapsed time 5.128 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.243515
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[171] Elapsed time 5.136 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.908745
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[172] Elapsed time 5.252 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.094212
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=7.52]
INFO:root:Epoch[173] Elapsed time 5.308 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.518101
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[174] Elapsed time 5.182 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.846196
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[175] Elapsed time 5.247 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.409021
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[176] Elapsed time 5.317 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.844337
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[177] Elapsed time 5.243 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.248634
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[178] Elapsed time 5.140 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.090710
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[179] Elapsed time 5.179 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=7.034307
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.60it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[180] Elapsed time 5.379 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.525844
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[181] Elapsed time 5.332 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.406286
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[182] Elapsed time 5.261 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.808693
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.82it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[183] Elapsed time 5.614 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.541617
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.77it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[184] Elapsed time 5.628 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.798387
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[185] Elapsed time 5.112 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.279807
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[186] Elapsed time 5.202 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.889003
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[187] Elapsed time 5.151 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.023005
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=7.61]
INFO:root:Epoch[188] Elapsed time 5.352 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.608627
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[189] Elapsed time 5.271 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.959453
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[190] Elapsed time 5.250 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.331144
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[191] Elapsed time 5.342 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.872477
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[192] Elapsed time 5.373 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.274405
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[193] Elapsed time 5.164 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.031871
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[194] Elapsed time 5.088 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.909397
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.36it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[195] Elapsed time 5.449 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.609676
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[196] Elapsed time 5.209 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.331533
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[197] Elapsed time 5.183 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.756174
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.38it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[198] Elapsed time 5.445 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.599669
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[199] Elapsed time 5.124 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.679638
INFO:root:Loading parameters from best epoch (196)
INFO:root:Final loss: 5.331533236503601 (occurred at epoch 196)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:40<00:00, 35.27it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE    sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  1.222459  0.14108  16.150686            0.127181            0.083178    49   

   epochs  num_batches  
0     200          100  
Seed: 50
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661
100%|██████████| 100/100 [00:05<00:00, 18.27it/s, avg_epoch_loss=7.46]
INFO:root:Epoch[0] Elapsed time 5.478 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.457014
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=7.62]
INFO:root:Epoch[1] Elapsed time 5.260 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.620613
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.45it/s, avg_epoch_loss=7]
INFO:root:Epoch[2] Elapsed time 5.423 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.002595
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[3] Elapsed time 5.224 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.946253
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.28it/s, avg_epoch_loss=7.48]
INFO:root:Epoch[4] Elapsed time 5.472 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.477988
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[5] Elapsed time 5.090 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.280243
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[6] Elapsed time 5.155 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.823689
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[7] Elapsed time 5.244 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.499442
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[8] Elapsed time 5.206 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.356663
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=7.7]
INFO:root:Epoch[9] Elapsed time 5.292 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.702785
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[10] Elapsed time 5.336 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.678098
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[11] Elapsed time 5.229 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.671215
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[12] Elapsed time 5.346 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.156151
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[13] Elapsed time 5.243 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.784606
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[14] Elapsed time 5.142 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.487962
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=7.13]
INFO:root:Epoch[15] Elapsed time 5.131 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.128720
INFO:root:Loading parameters from best epoch (5)
INFO:root:Epoch[16] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.35it/s, avg_epoch_loss=7.42]
INFO:root:Epoch[16] Elapsed time 5.451 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.416218
INFO:root:Epoch[17] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[17] Elapsed time 5.159 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.859272
INFO:root:Epoch[18] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=7.28]
INFO:root:Epoch[18] Elapsed time 5.165 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.279812
INFO:root:Epoch[19] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.30it/s, avg_epoch_loss=7]
INFO:root:Epoch[19] Elapsed time 5.468 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.997787
INFO:root:Epoch[20] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[20] Elapsed time 5.152 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.231307
INFO:root:Epoch[21] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[21] Elapsed time 5.266 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.645055
INFO:root:Epoch[22] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[22] Elapsed time 5.117 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.399958
INFO:root:Epoch[23] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[23] Elapsed time 5.161 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.737415
INFO:root:Epoch[24] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=7.54]
INFO:root:Epoch[24] Elapsed time 5.354 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.539758
INFO:root:Epoch[25] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[25] Elapsed time 5.192 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.299291
INFO:root:Epoch[26] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[26] Elapsed time 5.291 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.879822
INFO:root:Epoch[27] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.54it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[27] Elapsed time 5.398 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.261269
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[28] Elapsed time 5.101 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.500726
INFO:root:Epoch[29] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[29] Elapsed time 5.077 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=7.037188
INFO:root:Epoch[30] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=7.3]
INFO:root:Epoch[30] Elapsed time 5.084 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.298855
INFO:root:Epoch[31] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.22it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[31] Elapsed time 5.490 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.742443
INFO:root:Epoch[32] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[32] Elapsed time 5.185 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.145552
INFO:root:Epoch[33] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 17.07it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[33] Elapsed time 5.861 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.151944
INFO:root:Epoch[34] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[34] Elapsed time 5.285 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.719916
INFO:root:Epoch[35] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[35] Elapsed time 5.074 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.423689
INFO:root:Epoch[36] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[36] Elapsed time 5.126 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.653916
INFO:root:Epoch[37] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[37] Elapsed time 5.116 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.120348
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[38] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=7.27]
INFO:root:Epoch[38] Elapsed time 5.148 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.265991
INFO:root:Epoch[39] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=7.58]
INFO:root:Epoch[39] Elapsed time 5.285 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.579222
INFO:root:Epoch[40] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[40] Elapsed time 5.158 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.492619
INFO:root:Epoch[41] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[41] Elapsed time 5.212 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.202656
INFO:root:Epoch[42] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[42] Elapsed time 5.315 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.216275
INFO:root:Epoch[43] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[43] Elapsed time 5.095 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.527956
INFO:root:Epoch[44] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[44] Elapsed time 5.109 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.194469
INFO:root:Epoch[45] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[45] Elapsed time 5.127 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=7.135344
INFO:root:Epoch[46] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[46] Elapsed time 5.331 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.540507
INFO:root:Epoch[47] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[47] Elapsed time 5.172 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.444684
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[48] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=7.76]
INFO:root:Epoch[48] Elapsed time 5.344 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.763681
INFO:root:Epoch[49] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[49] Elapsed time 5.180 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.430790
INFO:root:Epoch[50] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[50] Elapsed time 5.113 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.620181
INFO:root:Epoch[51] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[51] Elapsed time 5.058 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.657236
INFO:root:Epoch[52] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[52] Elapsed time 5.141 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.209225
INFO:root:Epoch[53] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=7.67]
INFO:root:Epoch[53] Elapsed time 5.184 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.669665
INFO:root:Epoch[54] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=7.24]
INFO:root:Epoch[54] Elapsed time 5.264 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.235434
INFO:root:Epoch[55] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[55] Elapsed time 5.212 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.568150
INFO:root:Epoch[56] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=7.18]
INFO:root:Epoch[56] Elapsed time 5.175 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.179712
INFO:root:Epoch[57] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=7.13]
INFO:root:Epoch[57] Elapsed time 5.356 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.130664
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[58] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[58] Elapsed time 5.143 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.500686
INFO:root:Epoch[59] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=7.56]
INFO:root:Epoch[59] Elapsed time 5.082 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.559634
INFO:root:Epoch[60] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[60] Elapsed time 5.202 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.169775
INFO:root:Epoch[61] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[61] Elapsed time 5.258 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.367492
INFO:root:Epoch[62] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[62] Elapsed time 5.170 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.765860
INFO:root:Epoch[63] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.47it/s, avg_epoch_loss=7.39]
INFO:root:Epoch[63] Elapsed time 5.418 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.387874
INFO:root:Epoch[64] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[64] Elapsed time 5.082 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.322950
INFO:root:Epoch[65] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[65] Elapsed time 5.105 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.685806
INFO:root:Epoch[66] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[66] Elapsed time 5.118 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.468734
INFO:root:Epoch[67] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.25it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[67] Elapsed time 5.799 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.209415
INFO:root:Epoch[68] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=7.92]
INFO:root:Epoch[68] Elapsed time 5.202 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.916669
INFO:root:Epoch[69] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[69] Elapsed time 5.250 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=7.088307
INFO:root:Epoch[70] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[70] Elapsed time 5.226 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.569975
INFO:root:Epoch[71] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[71] Elapsed time 5.315 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.173690
INFO:root:Epoch[72] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[72] Elapsed time 5.354 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=7.170078
INFO:root:Epoch[73] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[73] Elapsed time 5.127 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.468299
INFO:root:Epoch[74] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.36]
INFO:root:Epoch[74] Elapsed time 5.141 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.359673
INFO:root:Epoch[75] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[75] Elapsed time 5.163 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.099656
INFO:root:Epoch[76] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[76] Elapsed time 5.400 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.342368
INFO:root:Epoch[77] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[77] Elapsed time 5.182 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.638295
INFO:root:Epoch[78] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.06it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[78] Elapsed time 5.542 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.260476
INFO:root:Epoch[79] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[79] Elapsed time 5.145 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.190117
INFO:root:Epoch[80] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[80] Elapsed time 5.110 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.758985
INFO:root:Epoch[81] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[81] Elapsed time 5.148 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.417238
INFO:root:Epoch[82] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[82] Elapsed time 5.186 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.081892
INFO:root:Epoch[83] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=7.98]
INFO:root:Epoch[83] Elapsed time 5.278 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.978798
INFO:root:Epoch[84] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[84] Elapsed time 5.259 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.887777
INFO:root:Epoch[85] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[85] Elapsed time 5.236 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.508604
INFO:root:Epoch[86] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[86] Elapsed time 5.354 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.115967
INFO:root:Epoch[87] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[87] Elapsed time 5.331 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=7.095331
INFO:root:Epoch[88] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[88] Elapsed time 5.241 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.397500
INFO:root:Epoch[89] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=7.32]
INFO:root:Epoch[89] Elapsed time 5.084 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.318612
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[90] Elapsed time 5.309 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=7.082935
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[91] Elapsed time 5.121 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.915118
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[92] Elapsed time 5.227 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.844853
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.41it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[93] Elapsed time 5.434 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.197963
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[94] Elapsed time 5.147 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.022270
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[95] Elapsed time 5.084 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.652914
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[96] Elapsed time 5.122 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.334978
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[97] Elapsed time 5.103 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.085510
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=7.92]
INFO:root:Epoch[98] Elapsed time 5.322 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.921922
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[99] Elapsed time 5.263 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.603769
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[100] Elapsed time 5.277 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.409465
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.58it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[101] Elapsed time 5.694 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=7.135248
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.00it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[102] Elapsed time 5.558 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.914415
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[103] Elapsed time 5.094 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.393842
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=7.23]
INFO:root:Epoch[104] Elapsed time 5.133 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.227101
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.65it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[105] Elapsed time 5.363 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.972965
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[106] Elapsed time 5.111 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.727432
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[107] Elapsed time 5.317 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.843709
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.44it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[108] Elapsed time 5.426 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=7.136796
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[109] Elapsed time 5.098 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.908090
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[110] Elapsed time 5.173 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.576576
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[111] Elapsed time 5.099 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.283164
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[112] Elapsed time 5.153 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.098278
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=7.87]
INFO:root:Epoch[113] Elapsed time 5.349 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.868675
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[114] Elapsed time 5.235 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.513060
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[115] Elapsed time 5.199 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.302150
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[116] Elapsed time 5.196 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=7.080886
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[117] Elapsed time 5.313 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.902530
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[118] Elapsed time 5.123 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.260800
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=7.13]
INFO:root:Epoch[119] Elapsed time 5.087 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.125932
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[120] Elapsed time 5.311 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.933249
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[121] Elapsed time 5.131 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.661615
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[122] Elapsed time 5.180 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.816901
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.37it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[123] Elapsed time 5.445 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=7.032386
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[124] Elapsed time 5.096 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.813866
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[125] Elapsed time 5.099 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.501789
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[126] Elapsed time 5.100 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.250336
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[127] Elapsed time 5.157 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.014699
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=7.7]
INFO:root:Epoch[128] Elapsed time 5.276 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.697634
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[129] Elapsed time 5.174 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.404291
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[130] Elapsed time 5.225 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.228293
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[131] Elapsed time 5.132 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.937911
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[132] Elapsed time 5.287 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.773574
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[133] Elapsed time 5.130 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.221039
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[134] Elapsed time 5.090 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.985388
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[135] Elapsed time 5.342 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.944596
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.32it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[136] Elapsed time 5.779 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.564526
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[137] Elapsed time 5.182 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.832480
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.43it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[138] Elapsed time 5.430 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.900483
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[139] Elapsed time 5.113 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.906987
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[140] Elapsed time 5.099 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.415054
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[141] Elapsed time 5.109 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.116220
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[142] Elapsed time 5.138 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.110217
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=7.57]
INFO:root:Epoch[143] Elapsed time 5.293 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.568701
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[144] Elapsed time 5.170 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.188957
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[145] Elapsed time 5.219 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.278201
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[146] Elapsed time 5.286 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.937349
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[147] Elapsed time 5.253 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.557953
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[148] Elapsed time 5.105 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.154163
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[149] Elapsed time 5.091 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.938161
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[150] Elapsed time 5.329 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.915646
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[151] Elapsed time 5.145 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.487408
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[152] Elapsed time 5.207 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.833420
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.47it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[153] Elapsed time 5.420 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.905239
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[154] Elapsed time 5.108 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.740821
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[155] Elapsed time 5.071 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.402712
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[156] Elapsed time 5.131 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.042212
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[157] Elapsed time 5.128 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.972776
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=7.52]
INFO:root:Epoch[158] Elapsed time 5.294 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.523790
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[159] Elapsed time 5.139 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.081641
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[160] Elapsed time 5.187 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.173917
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[161] Elapsed time 5.253 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.856391
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[162] Elapsed time 5.296 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.587045
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[163] Elapsed time 5.141 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.087451
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[164] Elapsed time 5.127 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.934241
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[165] Elapsed time 5.348 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.878213
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[166] Elapsed time 5.173 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.427725
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[167] Elapsed time 5.185 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.811003
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.31it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[168] Elapsed time 5.465 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.702007
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[169] Elapsed time 5.116 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.815279
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.31it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[170] Elapsed time 5.780 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.345097
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6]
INFO:root:Epoch[171] Elapsed time 5.132 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.001922
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[172] Elapsed time 5.136 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.177633
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=7.34]
INFO:root:Epoch[173] Elapsed time 5.336 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.337820
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[174] Elapsed time 5.157 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.949376
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[175] Elapsed time 5.238 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.442263
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[176] Elapsed time 5.300 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.838539
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[177] Elapsed time 5.227 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.315463
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[178] Elapsed time 5.105 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.208203
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[179] Elapsed time 5.095 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.982501
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.74it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[180] Elapsed time 5.340 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.595152
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[181] Elapsed time 5.169 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.411523
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[182] Elapsed time 5.157 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.863500
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.48it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[183] Elapsed time 5.416 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.677089
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[184] Elapsed time 5.102 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.845411
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[185] Elapsed time 5.121 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.263713
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[186] Elapsed time 5.145 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.955378
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[187] Elapsed time 5.129 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.261299
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=7.29]
INFO:root:Epoch[188] Elapsed time 5.290 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.292837
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[189] Elapsed time 5.151 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.823829
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[190] Elapsed time 5.230 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.463245
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[191] Elapsed time 5.350 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.810371
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[192] Elapsed time 5.190 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.207162
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[193] Elapsed time 5.104 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.269238
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[194] Elapsed time 5.109 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=7.009517
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.64it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[195] Elapsed time 5.370 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.429807
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[196] Elapsed time 5.178 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.464276
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[197] Elapsed time 5.218 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.968992
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.54it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[198] Elapsed time 5.398 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.465241
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[199] Elapsed time 5.090 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.853263
INFO:root:Loading parameters from best epoch (181)
INFO:root:Final loss: 5.411522722244262 (occurred at epoch 181)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:41<00:00, 35.25it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly_domain.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.518088  0.149186  27.738966            0.133551            0.090348   

   seed  epochs  num_batches  
0    50     200          100  
Seed: 51
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431661
100%|██████████| 100/100 [00:05<00:00, 18.20it/s, avg_epoch_loss=7.33]
INFO:root:Epoch[0] Elapsed time 5.496 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.330464
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=7.59]
INFO:root:Epoch[1] Elapsed time 5.246 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.593639
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.09it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[2] Elapsed time 5.533 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.135121
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.96]
INFO:root:Epoch[3] Elapsed time 5.252 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.961173
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.08it/s, avg_epoch_loss=7.43]
INFO:root:Epoch[4] Elapsed time 5.532 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.430795
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[5] Elapsed time 5.129 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.403822
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[6] Elapsed time 5.141 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.857569
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[7] Elapsed time 5.115 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.602885
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[8] Elapsed time 5.198 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.425244
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.45it/s, avg_epoch_loss=7.77]
INFO:root:Epoch[9] Elapsed time 5.424 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.765791
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[10] Elapsed time 5.332 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.737446
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[11] Elapsed time 5.354 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.559040
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[12] Elapsed time 5.312 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.146141
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[13] Elapsed time 5.327 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.924378
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[14] Elapsed time 5.127 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.551111
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[15] Elapsed time 5.176 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.194176
INFO:root:Loading parameters from best epoch (5)
INFO:root:Epoch[16] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.15it/s, avg_epoch_loss=7.43]
INFO:root:Epoch[16] Elapsed time 5.516 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.428043
INFO:root:Epoch[17] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[17] Elapsed time 5.177 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.926133
INFO:root:Epoch[18] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=7.29]
INFO:root:Epoch[18] Elapsed time 5.306 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.286485
INFO:root:Epoch[19] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 16.89it/s, avg_epoch_loss=7]
INFO:root:Epoch[19] Elapsed time 5.925 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.995339
INFO:root:Epoch[20] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[20] Elapsed time 5.225 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.279957
INFO:root:Epoch[21] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[21] Elapsed time 5.116 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.649201
INFO:root:Epoch[22] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[22] Elapsed time 5.153 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.317956
INFO:root:Epoch[23] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[23] Elapsed time 5.149 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.775468
INFO:root:Epoch[24] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.59it/s, avg_epoch_loss=7.58]
INFO:root:Epoch[24] Elapsed time 5.381 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.579208
INFO:root:Epoch[25] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[25] Elapsed time 5.179 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.268700
INFO:root:Epoch[26] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[26] Elapsed time 5.281 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.935820
INFO:root:Epoch[27] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.50it/s, avg_epoch_loss=7.28]
INFO:root:Epoch[27] Elapsed time 5.410 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.277349
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[28] Elapsed time 5.097 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.525640
INFO:root:Epoch[29] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[29] Elapsed time 5.113 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=7.036078
INFO:root:Epoch[30] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=7.33]
INFO:root:Epoch[30] Elapsed time 5.150 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.334914
INFO:root:Epoch[31] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.23it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[31] Elapsed time 5.487 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.704346
INFO:root:Epoch[32] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[32] Elapsed time 5.181 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.396946
INFO:root:Epoch[33] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[33] Elapsed time 5.275 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.222166
INFO:root:Epoch[34] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[34] Elapsed time 5.316 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.553964
INFO:root:Epoch[35] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[35] Elapsed time 5.130 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.492641
INFO:root:Epoch[36] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[36] Elapsed time 5.124 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.676923
INFO:root:Epoch[37] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[37] Elapsed time 5.160 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.106522
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[38] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=7.43]
INFO:root:Epoch[38] Elapsed time 5.183 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.431023
INFO:root:Epoch[39] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=7.49]
INFO:root:Epoch[39] Elapsed time 5.295 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.489672
INFO:root:Epoch[40] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[40] Elapsed time 5.195 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.515709
INFO:root:Epoch[41] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=7.18]
INFO:root:Epoch[41] Elapsed time 5.241 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.182026
INFO:root:Epoch[42] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.67it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[42] Elapsed time 5.360 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.160016
INFO:root:Epoch[43] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[43] Elapsed time 5.136 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.523904
INFO:root:Epoch[44] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.28]
INFO:root:Epoch[44] Elapsed time 5.102 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.280830
INFO:root:Epoch[45] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[45] Elapsed time 5.137 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=7.189422
INFO:root:Epoch[46] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[46] Elapsed time 5.356 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.566785
INFO:root:Epoch[47] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[47] Elapsed time 5.193 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.480925
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[48] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=7.75]
INFO:root:Epoch[48] Elapsed time 5.330 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.752990
INFO:root:Epoch[49] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[49] Elapsed time 5.225 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.531685
INFO:root:Epoch[50] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[50] Elapsed time 5.120 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.571472
INFO:root:Epoch[51] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[51] Elapsed time 5.116 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.663148
INFO:root:Epoch[52] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[52] Elapsed time 5.184 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.221303
INFO:root:Epoch[53] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=7.72]
INFO:root:Epoch[53] Elapsed time 5.241 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.716012
INFO:root:Epoch[54] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 16.84it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[54] Elapsed time 5.943 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.149361
INFO:root:Epoch[55] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[55] Elapsed time 5.200 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.524222
INFO:root:Epoch[56] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[56] Elapsed time 5.221 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.197541
INFO:root:Epoch[57] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[57] Elapsed time 5.340 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.185125
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[58] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[58] Elapsed time 5.109 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.434229
INFO:root:Epoch[59] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=7.6]
INFO:root:Epoch[59] Elapsed time 5.112 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.602090
INFO:root:Epoch[60] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=7.28]
INFO:root:Epoch[60] Elapsed time 5.205 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.275367
INFO:root:Epoch[61] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[61] Elapsed time 5.284 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.446931
INFO:root:Epoch[62] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[62] Elapsed time 5.200 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.775395
INFO:root:Epoch[63] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.35it/s, avg_epoch_loss=7.4]
INFO:root:Epoch[63] Elapsed time 5.452 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.397183
INFO:root:Epoch[64] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[64] Elapsed time 5.139 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.343832
INFO:root:Epoch[65] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[65] Elapsed time 5.121 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.779176
INFO:root:Epoch[66] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[66] Elapsed time 5.139 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.502620
INFO:root:Epoch[67] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[67] Elapsed time 5.169 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.240761
INFO:root:Epoch[68] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=8.08]
INFO:root:Epoch[68] Elapsed time 5.266 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=8.081921
INFO:root:Epoch[69] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[69] Elapsed time 5.250 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.952840
INFO:root:Epoch[70] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[70] Elapsed time 5.224 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.546379
INFO:root:Epoch[71] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=7.23]
INFO:root:Epoch[71] Elapsed time 5.232 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.227022
INFO:root:Epoch[72] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[72] Elapsed time 5.323 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=7.138677
INFO:root:Epoch[73] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[73] Elapsed time 5.107 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.490303
INFO:root:Epoch[74] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=7.32]
INFO:root:Epoch[74] Elapsed time 5.113 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.323455
INFO:root:Epoch[75] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[75] Elapsed time 5.344 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.164959
INFO:root:Epoch[76] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[76] Elapsed time 5.165 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.201985
INFO:root:Epoch[77] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[77] Elapsed time 5.196 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.849239
INFO:root:Epoch[78] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.35it/s, avg_epoch_loss=7.29]
INFO:root:Epoch[78] Elapsed time 5.455 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.293361
INFO:root:Epoch[79] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[79] Elapsed time 5.123 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.148515
INFO:root:Epoch[80] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[80] Elapsed time 5.081 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.771984
INFO:root:Epoch[81] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[81] Elapsed time 5.112 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.454677
INFO:root:Epoch[82] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[82] Elapsed time 5.166 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.111122
INFO:root:Epoch[83] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=7.9]
INFO:root:Epoch[83] Elapsed time 5.213 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.896640
INFO:root:Epoch[84] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[84] Elapsed time 5.237 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.938140
INFO:root:Epoch[85] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[85] Elapsed time 5.246 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.513195
INFO:root:Epoch[86] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[86] Elapsed time 5.202 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.165805
INFO:root:Epoch[87] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.64it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[87] Elapsed time 5.368 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=7.046536
INFO:root:Epoch[88] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.28it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[88] Elapsed time 5.791 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.412414
INFO:root:Epoch[89] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=7.41]
INFO:root:Epoch[89] Elapsed time 5.131 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.413458
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[90] Elapsed time 5.296 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=7.097216
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[91] Elapsed time 5.225 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.141805
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[92] Elapsed time 5.216 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.806468
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.29it/s, avg_epoch_loss=7.27]
INFO:root:Epoch[93] Elapsed time 5.469 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.266792
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[94] Elapsed time 5.143 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.067690
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[95] Elapsed time 5.112 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.722899
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[96] Elapsed time 5.133 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.390269
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[97] Elapsed time 5.204 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.078904
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=7.88]
INFO:root:Epoch[98] Elapsed time 5.240 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.882353
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[99] Elapsed time 5.227 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.871935
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[100] Elapsed time 5.225 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.415632
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=7.13]
INFO:root:Epoch[101] Elapsed time 5.248 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=7.128712
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=7]
INFO:root:Epoch[102] Elapsed time 5.343 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=7.001038
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[103] Elapsed time 5.169 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.363550
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=7.37]
INFO:root:Epoch[104] Elapsed time 5.099 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.370417
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[105] Elapsed time 5.313 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=7.054479
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[106] Elapsed time 5.223 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.946584
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[107] Elapsed time 5.227 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.845803
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.35it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[108] Elapsed time 5.454 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=7.099484
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[109] Elapsed time 5.133 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.007719
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[110] Elapsed time 5.130 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.650577
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[111] Elapsed time 5.123 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.362755
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[112] Elapsed time 5.148 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.179750
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=7.86]
INFO:root:Epoch[113] Elapsed time 5.334 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.861218
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[114] Elapsed time 5.176 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.528429
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[115] Elapsed time 5.225 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.343607
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[116] Elapsed time 5.276 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=7.106492
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[117] Elapsed time 5.344 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.907878
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[118] Elapsed time 5.141 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.334254
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=7.21]
INFO:root:Epoch[119] Elapsed time 5.134 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.205297
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[120] Elapsed time 5.344 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.991904
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[121] Elapsed time 5.153 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.751826
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.77it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[122] Elapsed time 5.630 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.747886
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.54it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[123] Elapsed time 5.703 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=7.082309
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[124] Elapsed time 5.141 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.861047
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[125] Elapsed time 5.110 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.585191
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[126] Elapsed time 5.171 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.267251
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6]
INFO:root:Epoch[127] Elapsed time 5.230 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.002099
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=7.76]
INFO:root:Epoch[128] Elapsed time 5.389 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.758395
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[129] Elapsed time 5.224 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.479958
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[130] Elapsed time 5.251 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.287026
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[131] Elapsed time 5.325 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=7.008123
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[132] Elapsed time 5.322 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.824427
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[133] Elapsed time 5.283 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.176440
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[134] Elapsed time 5.106 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=7.058624
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.43it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[135] Elapsed time 5.430 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.885734
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[136] Elapsed time 5.177 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.670985
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[137] Elapsed time 5.243 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.741471
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.04it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[138] Elapsed time 5.544 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.985900
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[139] Elapsed time 5.127 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.806332
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[140] Elapsed time 5.190 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.474331
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[141] Elapsed time 5.144 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.175261
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[142] Elapsed time 5.192 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.933035
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=7.63]
INFO:root:Epoch[143] Elapsed time 5.280 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.626493
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[144] Elapsed time 5.323 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.312952
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[145] Elapsed time 5.229 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.201050
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[146] Elapsed time 5.346 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.851673
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.85it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[147] Elapsed time 5.308 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.705554
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[148] Elapsed time 5.108 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.129899
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[149] Elapsed time 5.136 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.986838
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[150] Elapsed time 5.344 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.904896
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[151] Elapsed time 5.193 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.604480
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[152] Elapsed time 5.260 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.802545
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.39it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[153] Elapsed time 5.440 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.894608
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[154] Elapsed time 5.140 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.810821
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[155] Elapsed time 5.138 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.458979
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.07it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[156] Elapsed time 5.539 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.101579
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.32it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[157] Elapsed time 5.775 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.056172
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.71it/s, avg_epoch_loss=7.51]
INFO:root:Epoch[158] Elapsed time 5.346 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.513949
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[159] Elapsed time 5.199 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.115437
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[160] Elapsed time 5.205 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.235110
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[161] Elapsed time 5.302 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.901401
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[162] Elapsed time 5.294 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.622882
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[163] Elapsed time 5.194 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.122151
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.96]
INFO:root:Epoch[164] Elapsed time 5.089 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.963024
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.54it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[165] Elapsed time 5.398 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.877655
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[166] Elapsed time 5.199 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.516192
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[167] Elapsed time 5.311 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.630576
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.39it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[168] Elapsed time 5.438 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=7.013317
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[169] Elapsed time 5.175 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.720961
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[170] Elapsed time 5.136 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.419938
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[171] Elapsed time 5.139 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.065203
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[172] Elapsed time 5.254 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.860473
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.79it/s, avg_epoch_loss=7.54]
INFO:root:Epoch[173] Elapsed time 5.323 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.535173
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[174] Elapsed time 5.185 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.135235
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[175] Elapsed time 5.241 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.137055
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.45it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[176] Elapsed time 5.423 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.774629
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[177] Elapsed time 5.350 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.610231
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[178] Elapsed time 5.143 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.990608
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[179] Elapsed time 5.144 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.895112
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[180] Elapsed time 5.354 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.840138
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[181] Elapsed time 5.306 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.523943
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[182] Elapsed time 5.212 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.713035
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.15it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[183] Elapsed time 5.513 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.876631
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[184] Elapsed time 5.166 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.718987
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[185] Elapsed time 5.209 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.421438
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[186] Elapsed time 5.145 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.052841
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[187] Elapsed time 5.163 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.887495
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=7.49]
INFO:root:Epoch[188] Elapsed time 5.319 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.488823
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[189] Elapsed time 5.182 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.045995
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.35it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[190] Elapsed time 5.450 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.170317
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.14it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[191] Elapsed time 5.837 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.761967
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[192] Elapsed time 5.391 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.500263
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[193] Elapsed time 5.148 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.055459
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[194] Elapsed time 5.167 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.937281
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[195] Elapsed time 5.399 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.815093
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[196] Elapsed time 5.165 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.408365
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[197] Elapsed time 5.215 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.697079
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.35it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[198] Elapsed time 5.451 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.845824
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[199] Elapsed time 5.171 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.753400
INFO:root:Loading parameters from best epoch (196)
INFO:root:Final loss: 5.408364782333374 (occurred at epoch 196)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:43<00:00, 35.19it/s]
       MASE     sMAPE      MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  1.439358  0.153416  23.16515            0.140319            0.092905    51   

   epochs  num_batches  
0     200          100  
Out[14]:
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed epochs num_batches
0 1.241633 0.141389 19.652276 0.127478 0.082197 42 200 100
0 1.408761 0.148070 19.784061 0.133877 0.091929 43 200 100
0 1.354429 0.144465 19.227700 0.131137 0.087547 44 200 100
0 2.126319 0.171323 38.685766 0.164388 0.086060 45 200 100
0 3.446229 0.224079 93.435105 0.240144 0.106094 46 200 100
0 1.364302 0.145558 20.524969 0.132966 0.089891 47 200 100
0 1.466845 0.148788 25.275662 0.134799 0.091555 48 200 100
0 1.222459 0.141080 16.150686 0.127181 0.083178 49 200 100
0 1.518088 0.149186 27.738966 0.133551 0.090348 50 200 100
0 1.439358 0.153416 23.165150 0.140319 0.092905 51 200 100
In [15]:
!jupyter nbconvert --output-dir="../html_outputs" --to html gluonts-use_multiple_static_feats.ipynb
[NbConvertApp] Converting notebook gluonts-use_multiple_static_feats.ipynb to html
[NbConvertApp] Writing 3133824 bytes to ../html_outputs/gluonts-use_multiple_static_feats.html
In [9]:
results = pd.DataFrame()

for i in range(42, 52):
    print("Seed:", i)
    df = deepar(data="m4_monthly", seed=i, epochs=200, batches=100)
    pprint(df)
    results = results.append(df)

results
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
Seed: 42
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431163
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=7.34]
INFO:root:Epoch[0] Elapsed time 5.217 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.339743
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=7.59]
INFO:root:Epoch[1] Elapsed time 5.015 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.593208
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[2] Elapsed time 5.200 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.064031
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[3] Elapsed time 4.905 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.885445
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=7.46]
INFO:root:Epoch[4] Elapsed time 5.221 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.459517
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[5] Elapsed time 4.872 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.313782
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.82it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[6] Elapsed time 4.805 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.681426
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.83it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[7] Elapsed time 4.804 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.529457
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[8] Elapsed time 4.883 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.371655
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.55it/s, avg_epoch_loss=7.63]
INFO:root:Epoch[9] Elapsed time 5.702 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.628868
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[10] Elapsed time 5.018 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.710188
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[11] Elapsed time 5.007 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.482902
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[12] Elapsed time 5.057 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.152711
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[13] Elapsed time 4.980 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.839292
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[14] Elapsed time 4.832 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.533336
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.69it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[15] Elapsed time 4.836 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.078190
INFO:root:Loading parameters from best epoch (5)
INFO:root:Epoch[16] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=7.36]
INFO:root:Epoch[16] Elapsed time 5.057 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.355884
INFO:root:Epoch[17] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[17] Elapsed time 4.953 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.831751
INFO:root:Epoch[18] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=7.25]
INFO:root:Epoch[18] Elapsed time 4.930 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.248320
INFO:root:Epoch[19] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[19] Elapsed time 5.182 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.914116
INFO:root:Epoch[20] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[20] Elapsed time 4.877 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.211107
INFO:root:Epoch[21] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[21] Elapsed time 5.014 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.624508
INFO:root:Epoch[22] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[22] Elapsed time 4.927 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.377244
INFO:root:Epoch[23] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[23] Elapsed time 4.873 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.581332
INFO:root:Epoch[24] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=7.59]
INFO:root:Epoch[24] Elapsed time 5.064 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.593448
INFO:root:Epoch[25] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[25] Elapsed time 4.916 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.269865
INFO:root:Epoch[26] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[26] Elapsed time 5.054 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.837826
INFO:root:Epoch[27] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[27] Elapsed time 5.053 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.064977
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[28] Elapsed time 4.886 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.781052
INFO:root:Epoch[29] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[29] Elapsed time 4.885 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.781372
INFO:root:Epoch[30] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=7.4]
INFO:root:Epoch[30] Elapsed time 4.921 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.404569
INFO:root:Epoch[31] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[31] Elapsed time 5.123 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.835644
INFO:root:Epoch[32] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[32] Elapsed time 4.933 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.024747
INFO:root:Epoch[33] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[33] Elapsed time 5.046 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.140329
INFO:root:Epoch[34] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[34] Elapsed time 5.171 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.700562
INFO:root:Epoch[35] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[35] Elapsed time 4.896 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.328660
INFO:root:Epoch[36] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[36] Elapsed time 4.853 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.562107
INFO:root:Epoch[37] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[37] Elapsed time 4.859 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.220405
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[38] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=7.13]
INFO:root:Epoch[38] Elapsed time 4.898 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.130503
INFO:root:Epoch[39] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=7.65]
INFO:root:Epoch[39] Elapsed time 5.083 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.650110
INFO:root:Epoch[40] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[40] Elapsed time 4.898 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.449382
INFO:root:Epoch[41] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[41] Elapsed time 5.012 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.145455
INFO:root:Epoch[42] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=7.18]
INFO:root:Epoch[42] Elapsed time 5.088 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.184011
INFO:root:Epoch[43] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.74it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[43] Elapsed time 4.825 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.423752
INFO:root:Epoch[44] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[44] Elapsed time 4.925 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.169539
INFO:root:Epoch[45] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 17.24it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[45] Elapsed time 5.804 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=7.165997
INFO:root:Epoch[46] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[46] Elapsed time 5.138 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.567504
INFO:root:Epoch[47] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[47] Elapsed time 4.986 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.486198
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[48] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=7.7]
INFO:root:Epoch[48] Elapsed time 5.060 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.695764
INFO:root:Epoch[49] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[49] Elapsed time 4.984 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.470102
INFO:root:Epoch[50] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[50] Elapsed time 4.960 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.547222
INFO:root:Epoch[51] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[51] Elapsed time 4.859 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.638045
INFO:root:Epoch[52] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[52] Elapsed time 4.889 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.144834
INFO:root:Epoch[53] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=7.46]
INFO:root:Epoch[53] Elapsed time 4.967 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.460308
INFO:root:Epoch[54] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=7.36]
INFO:root:Epoch[54] Elapsed time 5.017 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.358249
INFO:root:Epoch[55] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[55] Elapsed time 4.935 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.502654
INFO:root:Epoch[56] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[56] Elapsed time 4.985 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.189887
INFO:root:Epoch[57] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[57] Elapsed time 5.094 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.147253
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[58] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.66it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[58] Elapsed time 4.842 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.406652
INFO:root:Epoch[59] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=7.57]
INFO:root:Epoch[59] Elapsed time 4.865 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.570823
INFO:root:Epoch[60] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[60] Elapsed time 4.899 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.163770
INFO:root:Epoch[61] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[61] Elapsed time 5.091 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.465438
INFO:root:Epoch[62] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[62] Elapsed time 4.943 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.577776
INFO:root:Epoch[63] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=7.41]
INFO:root:Epoch[63] Elapsed time 5.163 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.413019
INFO:root:Epoch[64] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[64] Elapsed time 4.918 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.346039
INFO:root:Epoch[65] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[65] Elapsed time 4.867 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.614708
INFO:root:Epoch[66] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[66] Elapsed time 4.854 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.572974
INFO:root:Epoch[67] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[67] Elapsed time 4.898 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.154454
INFO:root:Epoch[68] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=7.59]
INFO:root:Epoch[68] Elapsed time 4.960 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.590507
INFO:root:Epoch[69] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=7.24]
INFO:root:Epoch[69] Elapsed time 5.128 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=7.236344
INFO:root:Epoch[70] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[70] Elapsed time 4.974 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.436692
INFO:root:Epoch[71] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[71] Elapsed time 4.977 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.217626
INFO:root:Epoch[72] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=7.13]
INFO:root:Epoch[72] Elapsed time 5.107 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=7.128906
INFO:root:Epoch[73] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[73] Elapsed time 4.834 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.381717
INFO:root:Epoch[74] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=7.34]
INFO:root:Epoch[74] Elapsed time 4.907 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.336133
INFO:root:Epoch[75] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[75] Elapsed time 4.935 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.064995
INFO:root:Epoch[76] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[76] Elapsed time 5.062 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.415286
INFO:root:Epoch[77] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[77] Elapsed time 4.948 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.494200
INFO:root:Epoch[78] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=7.28]
INFO:root:Epoch[78] Elapsed time 5.161 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.279789
INFO:root:Epoch[79] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[79] Elapsed time 4.876 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.282719
INFO:root:Epoch[80] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[80] Elapsed time 4.849 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.557204
INFO:root:Epoch[81] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.33it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[81] Elapsed time 5.460 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.505840
INFO:root:Epoch[82] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[82] Elapsed time 4.981 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.068803
INFO:root:Epoch[83] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=7.5]
INFO:root:Epoch[83] Elapsed time 4.905 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.501244
INFO:root:Epoch[84] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=7.24]
INFO:root:Epoch[84] Elapsed time 5.019 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=7.238568
INFO:root:Epoch[85] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[85] Elapsed time 4.946 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.326708
INFO:root:Epoch[86] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[86] Elapsed time 4.974 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.122936
INFO:root:Epoch[87] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[87] Elapsed time 5.130 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=7.100499
INFO:root:Epoch[88] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[88] Elapsed time 4.883 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.285405
INFO:root:Epoch[89] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=7.27]
INFO:root:Epoch[89] Elapsed time 4.893 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.267130
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[90] Elapsed time 4.979 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=7.008351
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[91] Elapsed time 5.045 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.191644
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[92] Elapsed time 4.934 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.530970
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[93] Elapsed time 5.222 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.185716
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[94] Elapsed time 4.967 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.073356
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[95] Elapsed time 4.876 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.530271
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[96] Elapsed time 4.852 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.354296
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[97] Elapsed time 5.027 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.025600
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=7.68]
INFO:root:Epoch[98] Elapsed time 5.062 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.676362
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[99] Elapsed time 5.082 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.940449
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[100] Elapsed time 4.965 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.362638
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[101] Elapsed time 5.052 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=7.084458
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[102] Elapsed time 5.109 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=7.056321
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[103] Elapsed time 4.947 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.184030
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=7.21]
INFO:root:Epoch[104] Elapsed time 4.878 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.205487
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[105] Elapsed time 5.029 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.923113
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[106] Elapsed time 4.995 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.949152
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[107] Elapsed time 4.963 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.571310
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[108] Elapsed time 5.200 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=7.102141
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[109] Elapsed time 4.864 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.857698
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[110] Elapsed time 4.940 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.612596
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[111] Elapsed time 4.860 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.213229
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[112] Elapsed time 4.916 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.897016
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=7.74]
INFO:root:Epoch[113] Elapsed time 5.009 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.735886
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[114] Elapsed time 4.981 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.533207
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[115] Elapsed time 4.960 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.252914
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=7]
INFO:root:Epoch[116] Elapsed time 5.010 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.997214
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.26it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[117] Elapsed time 5.796 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.855815
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[118] Elapsed time 4.899 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.177914
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.59it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[119] Elapsed time 4.860 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.044952
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[120] Elapsed time 5.104 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.890303
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[121] Elapsed time 4.964 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.657563
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[122] Elapsed time 4.925 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.791829
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[123] Elapsed time 5.156 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=7.031598
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[124] Elapsed time 4.950 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.819836
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[125] Elapsed time 5.054 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.485924
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[126] Elapsed time 4.852 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.188393
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[127] Elapsed time 4.954 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.070074
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=7.62]
INFO:root:Epoch[128] Elapsed time 5.008 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.617318
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[129] Elapsed time 4.876 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.235308
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[130] Elapsed time 4.942 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.277227
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[131] Elapsed time 4.974 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.985948
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[132] Elapsed time 5.038 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.575059
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.72it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[133] Elapsed time 4.829 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.167540
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.64it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[134] Elapsed time 4.847 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.948784
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[135] Elapsed time 5.122 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.837762
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[136] Elapsed time 4.875 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.447927
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[137] Elapsed time 5.033 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.930059
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[138] Elapsed time 5.172 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.801600
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[139] Elapsed time 4.880 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.852760
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[140] Elapsed time 4.885 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.410363
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[141] Elapsed time 4.938 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.042449
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[142] Elapsed time 4.957 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.169801
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=7.51]
INFO:root:Epoch[143] Elapsed time 5.085 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.512774
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[144] Elapsed time 5.022 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.084163
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[145] Elapsed time 4.962 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.327004
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[146] Elapsed time 5.077 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.942593
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[147] Elapsed time 5.046 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.483937
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[148] Elapsed time 4.882 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.223253
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=6.96]
INFO:root:Epoch[149] Elapsed time 4.868 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.961318
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[150] Elapsed time 5.121 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.784333
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[151] Elapsed time 4.919 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.406909
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[152] Elapsed time 5.081 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.925262
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 16.96it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[153] Elapsed time 5.902 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.793707
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[154] Elapsed time 4.924 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.823069
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.56it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[155] Elapsed time 4.867 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.382637
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[156] Elapsed time 4.850 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.102606
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.57it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[157] Elapsed time 4.864 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.143614
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=7.39]
INFO:root:Epoch[158] Elapsed time 5.054 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.392848
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[159] Elapsed time 4.964 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.986188
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[160] Elapsed time 4.914 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.408104
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[161] Elapsed time 5.052 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.908554
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[162] Elapsed time 5.001 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.226200
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.67it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[163] Elapsed time 4.839 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.192034
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.84it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[164] Elapsed time 4.802 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.986344
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[165] Elapsed time 5.090 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.715344
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[166] Elapsed time 4.895 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.374594
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[167] Elapsed time 4.995 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.897336
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[168] Elapsed time 5.178 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.680254
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[169] Elapsed time 4.871 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.881777
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[170] Elapsed time 4.880 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.340333
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[171] Elapsed time 4.873 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.969681
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[172] Elapsed time 4.904 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.224369
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=7.34]
INFO:root:Epoch[173] Elapsed time 5.035 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.336114
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[174] Elapsed time 4.895 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.974853
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[175] Elapsed time 4.972 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.403225
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[176] Elapsed time 5.057 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.860969
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[177] Elapsed time 4.971 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.323250
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[178] Elapsed time 4.883 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.071335
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[179] Elapsed time 4.891 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.942420
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[180] Elapsed time 5.235 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.754542
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.35]
INFO:root:Epoch[181] Elapsed time 4.920 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.349317
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[182] Elapsed time 4.921 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.892823
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[183] Elapsed time 5.167 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.688744
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[184] Elapsed time 4.883 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.794486
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[185] Elapsed time 4.832 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.308059
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[186] Elapsed time 4.954 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.950412
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[187] Elapsed time 4.858 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.046301
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=7.37]
INFO:root:Epoch[188] Elapsed time 5.092 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.366008
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.81it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[189] Elapsed time 5.619 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.905945
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[190] Elapsed time 5.074 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.305080
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[191] Elapsed time 5.097 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.800409
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[192] Elapsed time 4.956 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.362337
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.71it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[193] Elapsed time 4.833 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.104654
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.63it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[194] Elapsed time 4.850 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.918806
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[195] Elapsed time 5.139 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.707375
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.3]
INFO:root:Epoch[196] Elapsed time 4.921 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.296324
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[197] Elapsed time 4.978 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.888557
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[198] Elapsed time 5.194 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.659155
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[199] Elapsed time 4.871 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.760230
INFO:root:Loading parameters from best epoch (196)
INFO:root:Final loss: 5.296323623657226 (occurred at epoch 196)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:22<00:00, 35.75it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.061543  0.135874  17.389074            0.121562            0.079797   

   seed  epochs  num_batches  
0    42     200          100  
Seed: 43
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431163
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=7.67]
INFO:root:Epoch[0] Elapsed time 5.283 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.672763
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=7.71]
INFO:root:Epoch[1] Elapsed time 5.075 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.710754
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[2] Elapsed time 5.242 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.072100
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[3] Elapsed time 5.001 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.832799
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=7.45]
INFO:root:Epoch[4] Elapsed time 5.315 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.450219
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[5] Elapsed time 4.899 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.335309
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[6] Elapsed time 4.980 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.829317
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[7] Elapsed time 4.910 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.448686
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.86it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[8] Elapsed time 5.602 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.284814
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=7.73]
INFO:root:Epoch[9] Elapsed time 5.134 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.725203
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[10] Elapsed time 4.980 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.625182
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[11] Elapsed time 5.103 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.536614
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[12] Elapsed time 5.175 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.162404
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[13] Elapsed time 5.050 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.780193
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[14] Elapsed time 4.928 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.525884
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[15] Elapsed time 4.979 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.118318
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[16] Elapsed time 5.176 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.925796
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[17] Elapsed time 5.001 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.127724
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=7]
INFO:root:Epoch[18] Elapsed time 5.024 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.004248
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[19] Elapsed time 5.372 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.723145
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[20] Elapsed time 4.899 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.269273
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[21] Elapsed time 4.890 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.439103
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[22] Elapsed time 4.902 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.273884
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[23] Elapsed time 4.920 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.727131
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=7.33]
INFO:root:Epoch[24] Elapsed time 5.158 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.325085
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[25] Elapsed time 4.934 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.111155
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[26] Elapsed time 5.139 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.659958
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[27] Elapsed time 5.326 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.994232
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[28] Elapsed time 4.907 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.058711
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[29] Elapsed time 4.911 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.767651
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[30] Elapsed time 4.909 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.987932
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[31] Elapsed time 5.158 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.370621
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[32] Elapsed time 4.961 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.288315
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[33] Elapsed time 5.170 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.991884
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6]
INFO:root:Epoch[34] Elapsed time 4.971 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=5.998345
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[35] Elapsed time 5.081 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.463841
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[36] Elapsed time 4.947 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.181997
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[37] Elapsed time 4.987 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.905380
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[38] Elapsed time 5.072 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.172745
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[39] Elapsed time 5.115 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.639788
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[40] Elapsed time 5.049 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.200950
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[41] Elapsed time 5.018 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.750333
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[42] Elapsed time 5.136 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.790394
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[43] Elapsed time 4.922 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.879497
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.89it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[44] Elapsed time 5.591 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.007354
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[45] Elapsed time 5.196 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.781809
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[46] Elapsed time 5.252 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=5.870724
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[47] Elapsed time 5.036 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.403883
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[48] Elapsed time 5.220 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.912499
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.50it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[49] Elapsed time 4.883 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.588290
INFO:root:Epoch[50] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[50] Elapsed time 5.032 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.357897
INFO:root:Epoch[51] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[51] Elapsed time 4.906 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.990873
INFO:root:Epoch[52] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[52] Elapsed time 5.011 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.794700
INFO:root:Epoch[53] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=7.37]
INFO:root:Epoch[53] Elapsed time 5.147 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.369943
INFO:root:Epoch[54] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[54] Elapsed time 5.030 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.267715
INFO:root:Epoch[55] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[55] Elapsed time 5.021 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.006182
INFO:root:Epoch[56] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[56] Elapsed time 5.065 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.724106
INFO:root:Epoch[57] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[57] Elapsed time 5.122 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.587140
INFO:root:Epoch[58] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[58] Elapsed time 4.930 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.056479
INFO:root:Epoch[59] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[59] Elapsed time 4.922 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.855733
INFO:root:Loading parameters from best epoch (49)
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[60] Elapsed time 5.200 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.844710
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[61] Elapsed time 4.947 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.616878
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[62] Elapsed time 5.010 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.604954
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[63] Elapsed time 5.301 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.838194
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[64] Elapsed time 5.012 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.554833
INFO:root:Epoch[65] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[65] Elapsed time 4.987 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.357185
INFO:root:Epoch[66] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[66] Elapsed time 4.888 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.913148
INFO:root:Epoch[67] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[67] Elapsed time 4.991 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.801494
INFO:root:Epoch[68] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=7.5]
INFO:root:Epoch[68] Elapsed time 5.090 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.501584
INFO:root:Epoch[69] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[69] Elapsed time 5.020 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.121097
INFO:root:Epoch[70] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[70] Elapsed time 4.990 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.060965
INFO:root:Epoch[71] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[71] Elapsed time 5.011 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.782907
INFO:root:Epoch[72] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[72] Elapsed time 5.092 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.494794
INFO:root:Epoch[73] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6]
INFO:root:Epoch[73] Elapsed time 4.910 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.001345
INFO:root:Epoch[74] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[74] Elapsed time 4.889 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.881898
INFO:root:Loading parameters from best epoch (64)
INFO:root:Epoch[75] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[75] Elapsed time 5.246 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.768326
INFO:root:Epoch[76] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.29]
INFO:root:Epoch[76] Elapsed time 4.926 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.285188
INFO:root:Epoch[77] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[77] Elapsed time 5.018 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.585707
INFO:root:Epoch[78] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[78] Elapsed time 5.319 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.801243
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 17.78it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[79] Elapsed time 5.626 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.593528
INFO:root:Epoch[80] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[80] Elapsed time 5.002 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.355580
INFO:root:Epoch[81] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[81] Elapsed time 4.956 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.905895
INFO:root:Epoch[82] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[82] Elapsed time 5.030 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.848289
INFO:root:Epoch[83] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=7.62]
INFO:root:Epoch[83] Elapsed time 5.112 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.619091
INFO:root:Epoch[84] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[84] Elapsed time 4.998 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.110780
INFO:root:Epoch[85] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[85] Elapsed time 5.008 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.051238
INFO:root:Epoch[86] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[86] Elapsed time 5.082 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.749668
INFO:root:Loading parameters from best epoch (76)
INFO:root:Epoch[87] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[87] Elapsed time 5.091 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.833324
INFO:root:Epoch[88] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[88] Elapsed time 4.976 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.949410
INFO:root:Epoch[89] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[89] Elapsed time 4.926 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.050883
INFO:root:Epoch[90] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[90] Elapsed time 5.153 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.714998
INFO:root:Epoch[91] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[91] Elapsed time 5.045 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.405745
INFO:root:Epoch[92] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[92] Elapsed time 5.021 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.576728
INFO:root:Epoch[93] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[93] Elapsed time 5.231 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.881475
INFO:root:Epoch[94] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[94] Elapsed time 4.995 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.630495
INFO:root:Epoch[95] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[95] Elapsed time 4.913 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.346308
INFO:root:Epoch[96] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[96] Elapsed time 4.974 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.890518
INFO:root:Loading parameters from best epoch (76)
INFO:root:Epoch[97] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[97] Elapsed time 4.987 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.817552
INFO:root:Epoch[98] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=8.05]
INFO:root:Epoch[98] Elapsed time 5.128 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=8.054695
INFO:root:Epoch[99] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[99] Elapsed time 4.985 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.009631
INFO:root:Epoch[100] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[100] Elapsed time 5.049 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.104710
INFO:root:Epoch[101] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[101] Elapsed time 5.207 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.825388
INFO:root:Epoch[102] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[102] Elapsed time 5.304 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.651159
INFO:root:Epoch[103] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[103] Elapsed time 5.055 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.071693
INFO:root:Epoch[104] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[104] Elapsed time 5.018 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.985198
INFO:root:Epoch[105] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[105] Elapsed time 5.175 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.665124
INFO:root:Epoch[106] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[106] Elapsed time 4.952 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.368846
INFO:root:Loading parameters from best epoch (76)
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[107] Elapsed time 5.058 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.863773
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[108] Elapsed time 5.337 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.894778
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[109] Elapsed time 4.897 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.614759
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[110] Elapsed time 4.934 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.375949
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[111] Elapsed time 4.903 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.913232
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[112] Elapsed time 4.958 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.856688
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=7.93]
INFO:root:Epoch[113] Elapsed time 5.126 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.931393
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[114] Elapsed time 4.983 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.080698
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.71it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[115] Elapsed time 5.650 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.076241
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[116] Elapsed time 5.101 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.825660
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[117] Elapsed time 5.132 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.482080
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[118] Elapsed time 4.953 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.131311
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[119] Elapsed time 4.935 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.021535
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[120] Elapsed time 5.285 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.589970
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.31]
INFO:root:Epoch[121] Elapsed time 5.070 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.308839
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[122] Elapsed time 5.035 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.834452
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.69it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[123] Elapsed time 5.353 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.488615
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[124] Elapsed time 4.913 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.839628
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[125] Elapsed time 5.013 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.267116
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[126] Elapsed time 4.914 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.879969
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[127] Elapsed time 5.048 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.123125
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=7.68]
INFO:root:Epoch[128] Elapsed time 5.142 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.675288
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[129] Elapsed time 5.135 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=5.893295
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[130] Elapsed time 5.008 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.339887
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[131] Elapsed time 5.169 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.814651
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[132] Elapsed time 5.073 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.262517
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[133] Elapsed time 5.022 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.119875
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[134] Elapsed time 4.914 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=7.096787
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[135] Elapsed time 5.209 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.500510
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[136] Elapsed time 4.935 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.326149
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[137] Elapsed time 4.999 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.795798
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[138] Elapsed time 5.277 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.517435
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[139] Elapsed time 4.917 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.799584
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[140] Elapsed time 4.912 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.279526
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[141] Elapsed time 4.969 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.818179
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[142] Elapsed time 5.018 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.161423
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=7.68]
INFO:root:Epoch[143] Elapsed time 5.170 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.683489
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[144] Elapsed time 4.966 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.829823
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[145] Elapsed time 5.048 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.405015
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[146] Elapsed time 5.129 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.813688
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[147] Elapsed time 5.039 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.252282
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[148] Elapsed time 4.954 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.138761
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[149] Elapsed time 5.044 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=7.086699
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.14it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[150] Elapsed time 5.836 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.362519
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[151] Elapsed time 5.108 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.366946
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[152] Elapsed time 5.018 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.887110
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[153] Elapsed time 5.202 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.348407
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[154] Elapsed time 4.942 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.878640
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[155] Elapsed time 4.954 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.188474
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[156] Elapsed time 4.997 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.835406
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[157] Elapsed time 5.118 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.123184
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=7.67]
INFO:root:Epoch[158] Elapsed time 5.199 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.667273
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[159] Elapsed time 4.987 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.796765
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[160] Elapsed time 5.025 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.368094
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[161] Elapsed time 5.236 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.795456
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[162] Elapsed time 5.011 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.241866
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[163] Elapsed time 4.998 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.162591
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[164] Elapsed time 5.001 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=7.117475
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.83it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[165] Elapsed time 5.312 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.247061
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[166] Elapsed time 5.051 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.424527
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[167] Elapsed time 5.012 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.824140
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[168] Elapsed time 5.219 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.224510
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[169] Elapsed time 4.886 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.905510
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[170] Elapsed time 4.935 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.155039
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[171] Elapsed time 4.965 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.785181
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[172] Elapsed time 4.958 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.349812
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=7.49]
INFO:root:Epoch[173] Elapsed time 5.125 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.488081
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[174] Elapsed time 4.973 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.756599
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[175] Elapsed time 5.062 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.427794
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[176] Elapsed time 5.187 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=7.014166
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[177] Elapsed time 4.912 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.821992
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[178] Elapsed time 4.930 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.300697
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[179] Elapsed time 4.941 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=7.033695
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[180] Elapsed time 5.174 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.090578
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[181] Elapsed time 4.985 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.506889
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[182] Elapsed time 5.002 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.840133
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[183] Elapsed time 5.232 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.163178
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[184] Elapsed time 4.963 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.937144
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[185] Elapsed time 5.019 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.147439
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.84it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[186] Elapsed time 5.610 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.708730
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[187] Elapsed time 4.954 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.417035
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=7.4]
INFO:root:Epoch[188] Elapsed time 5.157 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.401482
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[189] Elapsed time 4.963 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.769470
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[190] Elapsed time 5.061 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.523440
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[191] Elapsed time 5.221 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.987174
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[192] Elapsed time 4.929 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=5.775605
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[193] Elapsed time 4.960 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.461059
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[194] Elapsed time 4.951 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.849528
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[195] Elapsed time 5.178 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.006691
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[196] Elapsed time 4.985 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.753875
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[197] Elapsed time 5.112 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.843763
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[198] Elapsed time 5.155 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=5.907092
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[199] Elapsed time 4.939 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.080558
INFO:root:Loading parameters from best epoch (76)
INFO:root:Final loss: 5.2851876401901245 (occurred at epoch 76)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:20<00:00, 35.81it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.223634  0.141103  23.008307            0.128918            0.100161   

   seed  epochs  num_batches  
0    43     200          100  
Seed: 44
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431163
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=7.35]
INFO:root:Epoch[0] Elapsed time 5.253 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.351309
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.61]
INFO:root:Epoch[1] Elapsed time 5.114 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.614434
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.96]
INFO:root:Epoch[2] Elapsed time 5.262 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.956082
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[3] Elapsed time 5.023 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.830393
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.41it/s, avg_epoch_loss=7.4]
INFO:root:Epoch[4] Elapsed time 5.434 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.403775
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.61it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[5] Elapsed time 5.684 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.332446
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[6] Elapsed time 4.926 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.856201
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[7] Elapsed time 4.903 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.515266
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[8] Elapsed time 4.977 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.534348
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=7.68]
INFO:root:Epoch[9] Elapsed time 5.098 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.684019
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[10] Elapsed time 4.950 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.565293
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[11] Elapsed time 5.005 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.561083
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[12] Elapsed time 5.139 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.052418
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[13] Elapsed time 4.992 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.728258
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[14] Elapsed time 4.918 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.499004
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=7.24]
INFO:root:Epoch[15] Elapsed time 4.913 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.238893
INFO:root:Loading parameters from best epoch (5)
INFO:root:Epoch[16] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[16] Elapsed time 5.211 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.066406
INFO:root:Epoch[17] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[17] Elapsed time 4.956 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.173519
INFO:root:Epoch[18] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[18] Elapsed time 5.023 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.201070
INFO:root:Epoch[19] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[19] Elapsed time 5.215 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.826774
INFO:root:Epoch[20] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[20] Elapsed time 4.923 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.358558
INFO:root:Epoch[21] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[21] Elapsed time 4.906 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.596468
INFO:root:Epoch[22] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[22] Elapsed time 5.008 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.259370
INFO:root:Epoch[23] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[23] Elapsed time 4.945 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.871234
INFO:root:Epoch[24] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=7.5]
INFO:root:Epoch[24] Elapsed time 5.160 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.498968
INFO:root:Epoch[25] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[25] Elapsed time 5.022 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.219648
INFO:root:Epoch[26] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[26] Elapsed time 5.083 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.976686
INFO:root:Epoch[27] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[27] Elapsed time 5.184 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.155674
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[28] Elapsed time 4.976 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.493241
INFO:root:Epoch[29] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[29] Elapsed time 4.922 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=7.067646
INFO:root:Epoch[30] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=7.31]
INFO:root:Epoch[30] Elapsed time 4.944 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.308426
INFO:root:Epoch[31] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[31] Elapsed time 5.160 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.672601
INFO:root:Epoch[32] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[32] Elapsed time 5.012 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.297273
INFO:root:Epoch[33] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[33] Elapsed time 5.135 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.216001
INFO:root:Epoch[34] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[34] Elapsed time 5.199 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.447680
INFO:root:Epoch[35] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[35] Elapsed time 4.970 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.456880
INFO:root:Epoch[36] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[36] Elapsed time 4.888 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.575260
INFO:root:Epoch[37] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[37] Elapsed time 4.958 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.096437
INFO:root:Epoch[38] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[38] Elapsed time 4.941 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.140711
INFO:root:Epoch[39] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=7.31]
INFO:root:Epoch[39] Elapsed time 5.076 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.314624
INFO:root:Epoch[40] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[40] Elapsed time 4.980 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.287037
INFO:root:Epoch[41] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 17.50it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[41] Elapsed time 5.720 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.033111
INFO:root:Epoch[42] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[42] Elapsed time 5.139 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.077802
INFO:root:Epoch[43] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[43] Elapsed time 4.932 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.189836
INFO:root:Epoch[44] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[44] Elapsed time 5.006 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.079954
INFO:root:Epoch[45] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[45] Elapsed time 4.941 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.968648
INFO:root:Epoch[46] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[46] Elapsed time 5.118 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.194118
INFO:root:Epoch[47] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[47] Elapsed time 4.973 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.215824
INFO:root:Loading parameters from best epoch (37)
INFO:root:Epoch[48] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=7.36]
INFO:root:Epoch[48] Elapsed time 5.230 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.358560
INFO:root:Epoch[49] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[49] Elapsed time 4.943 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.141973
INFO:root:Epoch[50] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[50] Elapsed time 4.925 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.454967
INFO:root:Epoch[51] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[51] Elapsed time 4.877 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.382040
INFO:root:Epoch[52] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6]
INFO:root:Epoch[52] Elapsed time 4.931 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.998563
INFO:root:Epoch[53] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=7.56]
INFO:root:Epoch[53] Elapsed time 5.062 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.557751
INFO:root:Epoch[54] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[54] Elapsed time 5.126 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.044772
INFO:root:Epoch[55] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[55] Elapsed time 5.040 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.384056
INFO:root:Epoch[56] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[56] Elapsed time 5.120 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.074835
INFO:root:Epoch[57] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.97it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[57] Elapsed time 5.275 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.086867
INFO:root:Epoch[58] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[58] Elapsed time 5.051 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.201657
INFO:root:Epoch[59] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[59] Elapsed time 4.961 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.149296
INFO:root:Epoch[60] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[60] Elapsed time 5.145 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.949716
INFO:root:Epoch[61] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[61] Elapsed time 5.133 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.105735
INFO:root:Epoch[62] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[62] Elapsed time 5.033 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.397872
INFO:root:Loading parameters from best epoch (52)
INFO:root:Epoch[63] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=7.3]
INFO:root:Epoch[63] Elapsed time 5.375 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.296729
INFO:root:Epoch[64] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[64] Elapsed time 5.037 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.961110
INFO:root:Epoch[65] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[65] Elapsed time 4.958 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.450727
INFO:root:Epoch[66] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[66] Elapsed time 4.946 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.199074
INFO:root:Epoch[67] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[67] Elapsed time 4.994 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.970930
INFO:root:Epoch[68] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=7.73]
INFO:root:Epoch[68] Elapsed time 5.005 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.725519
INFO:root:Epoch[69] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[69] Elapsed time 5.093 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.934727
INFO:root:Epoch[70] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[70] Elapsed time 5.124 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.437070
INFO:root:Epoch[71] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[71] Elapsed time 5.102 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.114786
INFO:root:Epoch[72] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[72] Elapsed time 5.226 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.992390
INFO:root:Epoch[73] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[73] Elapsed time 4.985 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.197777
INFO:root:Epoch[74] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[74] Elapsed time 4.911 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.257226
INFO:root:Loading parameters from best epoch (64)
INFO:root:Epoch[75] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[75] Elapsed time 5.066 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.054463
INFO:root:Epoch[76] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.77it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[76] Elapsed time 5.632 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.985786
INFO:root:Epoch[77] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[77] Elapsed time 5.008 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.630446
INFO:root:Epoch[78] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[78] Elapsed time 5.227 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.075383
INFO:root:Epoch[79] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[79] Elapsed time 4.886 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.843483
INFO:root:Epoch[80] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[80] Elapsed time 4.924 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.574131
INFO:root:Epoch[81] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[81] Elapsed time 4.947 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.158732
INFO:root:Epoch[82] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[82] Elapsed time 4.999 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.954651
INFO:root:Epoch[83] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=7.79]
INFO:root:Epoch[83] Elapsed time 5.072 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.789907
INFO:root:Epoch[84] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[84] Elapsed time 5.188 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.837576
INFO:root:Epoch[85] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[85] Elapsed time 5.093 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.421393
INFO:root:Epoch[86] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[86] Elapsed time 5.132 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.040445
INFO:root:Epoch[87] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=7]
INFO:root:Epoch[87] Elapsed time 5.183 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.998071
INFO:root:Epoch[88] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[88] Elapsed time 4.948 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.170583
INFO:root:Epoch[89] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[89] Elapsed time 4.965 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.189376
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[90] Elapsed time 5.127 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.941301
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[91] Elapsed time 5.060 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.875863
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[92] Elapsed time 5.059 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.499234
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.22it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[93] Elapsed time 5.492 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.080404
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[94] Elapsed time 4.920 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.699539
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[95] Elapsed time 5.030 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.455460
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[96] Elapsed time 4.940 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.138126
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[97] Elapsed time 4.969 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.944155
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=7.9]
INFO:root:Epoch[98] Elapsed time 5.095 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.903897
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[99] Elapsed time 4.999 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.559367
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[100] Elapsed time 5.042 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.340120
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[101] Elapsed time 5.032 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=7.080095
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[102] Elapsed time 5.083 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.906498
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[103] Elapsed time 4.946 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.172529
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[104] Elapsed time 4.971 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.083919
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[105] Elapsed time 5.127 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.845913
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[106] Elapsed time 4.969 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.696469
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[107] Elapsed time 5.098 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.739049
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[108] Elapsed time 5.275 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=7.019746
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[109] Elapsed time 4.997 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.705382
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[110] Elapsed time 4.975 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.393968
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[111] Elapsed time 5.120 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.107483
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.75it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[112] Elapsed time 5.637 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.088457
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=7.76]
INFO:root:Epoch[113] Elapsed time 5.119 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.760171
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[114] Elapsed time 4.995 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.387572
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[115] Elapsed time 5.061 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.297415
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[116] Elapsed time 5.107 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=7.096554
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[117] Elapsed time 5.112 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.677561
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[118] Elapsed time 4.941 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.109817
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[119] Elapsed time 4.934 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.037657
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[120] Elapsed time 5.172 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.868302
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[121] Elapsed time 4.977 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.557081
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[122] Elapsed time 4.995 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.699059
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[123] Elapsed time 5.260 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.903218
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[124] Elapsed time 5.011 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.693273
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[125] Elapsed time 4.925 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.368022
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[126] Elapsed time 4.897 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.047222
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[127] Elapsed time 4.945 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.946103
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=7.69]
INFO:root:Epoch[128] Elapsed time 5.122 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.693122
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[129] Elapsed time 4.950 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.318517
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[130] Elapsed time 5.007 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.200786
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[131] Elapsed time 5.050 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.979474
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[132] Elapsed time 5.096 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.627112
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[133] Elapsed time 4.868 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.093207
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[134] Elapsed time 4.894 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.911678
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[135] Elapsed time 5.111 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.838402
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[136] Elapsed time 4.958 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.452570
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[137] Elapsed time 4.991 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.727231
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[138] Elapsed time 5.243 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.919889
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[139] Elapsed time 4.947 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.631859
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[140] Elapsed time 4.961 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.363099
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[141] Elapsed time 4.954 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.043861
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[142] Elapsed time 4.998 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.917226
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.64]
INFO:root:Epoch[143] Elapsed time 5.095 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.635362
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[144] Elapsed time 4.982 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.271791
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[145] Elapsed time 5.059 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.157947
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[146] Elapsed time 5.069 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.936523
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.37it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[147] Elapsed time 5.760 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.685514
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[148] Elapsed time 4.988 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.927493
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[149] Elapsed time 4.944 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.917398
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[150] Elapsed time 5.191 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.865344
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[151] Elapsed time 5.002 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.509376
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[152] Elapsed time 5.087 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.478668
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.67it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[153] Elapsed time 5.359 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.924292
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[154] Elapsed time 4.953 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.615968
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[155] Elapsed time 4.920 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.348892
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[156] Elapsed time 4.934 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.949646
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[157] Elapsed time 4.965 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.695143
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=7.59]
INFO:root:Epoch[158] Elapsed time 5.054 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.589433
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[159] Elapsed time 5.040 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.454828
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[160] Elapsed time 5.030 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.048266
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[161] Elapsed time 5.061 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.829580
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[162] Elapsed time 5.171 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.753950
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[163] Elapsed time 4.970 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=5.787516
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=7]
INFO:root:Epoch[164] Elapsed time 4.946 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.998857
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[165] Elapsed time 5.113 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.783843
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[166] Elapsed time 4.997 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.574450
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[167] Elapsed time 5.023 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.415135
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[168] Elapsed time 5.273 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.918338
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[169] Elapsed time 4.934 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.528738
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[170] Elapsed time 4.957 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.381212
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[171] Elapsed time 4.921 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.959029
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[172] Elapsed time 4.976 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.669091
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=7.53]
INFO:root:Epoch[173] Elapsed time 5.040 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.529226
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[174] Elapsed time 5.053 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.373427
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6]
INFO:root:Epoch[175] Elapsed time 5.055 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=5.995394
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[176] Elapsed time 5.069 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.726356
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[177] Elapsed time 5.155 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.655889
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[178] Elapsed time 4.927 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.722638
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[179] Elapsed time 4.968 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.968578
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[180] Elapsed time 5.184 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.832354
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[181] Elapsed time 5.077 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.511862
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[182] Elapsed time 5.026 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.404935
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:06<00:00, 16.52it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[183] Elapsed time 6.056 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.969663
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[184] Elapsed time 5.017 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.504895
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[185] Elapsed time 4.945 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.378872
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[186] Elapsed time 4.990 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.975571
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[187] Elapsed time 4.994 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.696098
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.53]
INFO:root:Epoch[188] Elapsed time 5.115 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.534542
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[189] Elapsed time 5.007 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.198760
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[190] Elapsed time 5.046 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.026350
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[191] Elapsed time 5.105 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.743396
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[192] Elapsed time 5.149 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.564691
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[193] Elapsed time 4.964 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.909805
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[194] Elapsed time 4.971 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.856352
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[195] Elapsed time 5.193 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.758243
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[196] Elapsed time 5.025 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.365407
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[197] Elapsed time 5.020 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.525798
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[198] Elapsed time 5.207 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.883102
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[199] Elapsed time 4.942 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.504320
INFO:root:Loading parameters from best epoch (196)
INFO:root:Final loss: 5.3654067325592045 (occurred at epoch 196)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:26<00:00, 35.66it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE    sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  1.016623  0.13598  13.484483            0.121251            0.079161    44   

   epochs  num_batches  
0     200          100  
Seed: 45
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431163
100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=7.27]
INFO:root:Epoch[0] Elapsed time 5.280 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.268026
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.22it/s, avg_epoch_loss=7.65]
INFO:root:Epoch[1] Elapsed time 5.810 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.654398
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[2] Elapsed time 5.284 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.072531
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[3] Elapsed time 5.005 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.806802
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.70it/s, avg_epoch_loss=7.46]
INFO:root:Epoch[4] Elapsed time 5.349 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.458902
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[5] Elapsed time 4.974 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.437788
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[6] Elapsed time 4.947 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.841695
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[7] Elapsed time 4.939 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.536232
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[8] Elapsed time 4.974 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.396921
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=7.76]
INFO:root:Epoch[9] Elapsed time 5.146 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.760566
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[10] Elapsed time 5.063 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.686219
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[11] Elapsed time 5.100 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.555217
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=7.13]
INFO:root:Epoch[12] Elapsed time 5.264 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.130335
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[13] Elapsed time 5.178 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.838727
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[14] Elapsed time 5.037 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.561140
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[15] Elapsed time 4.976 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.081459
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[16] Elapsed time 5.313 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.047253
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[17] Elapsed time 5.081 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.045644
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=7]
INFO:root:Epoch[18] Elapsed time 5.001 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.003705
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[19] Elapsed time 5.221 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.705697
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[20] Elapsed time 4.926 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.104874
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[21] Elapsed time 4.915 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.372890
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[22] Elapsed time 4.946 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.161202
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[23] Elapsed time 4.938 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.497297
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=7.36]
INFO:root:Epoch[24] Elapsed time 5.132 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.357481
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[25] Elapsed time 4.977 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.072219
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[26] Elapsed time 5.056 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.627407
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[27] Elapsed time 5.284 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.074214
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[28] Elapsed time 4.974 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.302327
INFO:root:Epoch[29] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[29] Elapsed time 4.974 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.668539
INFO:root:Epoch[30] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[30] Elapsed time 5.041 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.159889
INFO:root:Epoch[31] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[31] Elapsed time 5.210 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.450037
INFO:root:Epoch[32] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[32] Elapsed time 4.963 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.036919
INFO:root:Epoch[33] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[33] Elapsed time 5.068 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.947765
INFO:root:Epoch[34] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[34] Elapsed time 5.227 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.540978
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[35] Elapsed time 4.955 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.092724
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[36] Elapsed time 5.340 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.368609
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[37] Elapsed time 5.245 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.017314
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[38] Elapsed time 4.899 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.733092
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=7.25]
INFO:root:Epoch[39] Elapsed time 5.202 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.252982
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[40] Elapsed time 4.950 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=5.970013
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[41] Elapsed time 5.093 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.799217
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[42] Elapsed time 5.254 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.942626
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[43] Elapsed time 5.064 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.975556
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[44] Elapsed time 4.977 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.730961
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[45] Elapsed time 5.049 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.875967
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[46] Elapsed time 5.237 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.063308
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[47] Elapsed time 5.082 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.346231
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=7]
INFO:root:Epoch[48] Elapsed time 5.187 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.998617
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[49] Elapsed time 5.057 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.991741
INFO:root:Epoch[50] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[50] Elapsed time 4.973 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.169497
INFO:root:Loading parameters from best epoch (40)
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[51] Elapsed time 4.946 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.239397
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[52] Elapsed time 5.017 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.726934
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[53] Elapsed time 5.002 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.010953
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[54] Elapsed time 5.080 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.968717
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[55] Elapsed time 4.988 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.010403
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[56] Elapsed time 5.044 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.895020
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[57] Elapsed time 5.174 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.905599
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[58] Elapsed time 5.002 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.922310
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[59] Elapsed time 5.049 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.939425
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[60] Elapsed time 5.019 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.794502
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[61] Elapsed time 5.169 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.910685
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[62] Elapsed time 5.039 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.209780
INFO:root:Loading parameters from best epoch (52)
INFO:root:Epoch[63] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[63] Elapsed time 5.211 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.169766
INFO:root:Epoch[64] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[64] Elapsed time 4.947 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.910794
INFO:root:Epoch[65] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[65] Elapsed time 4.967 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.346571
INFO:root:Epoch[66] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[66] Elapsed time 5.001 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.085842
INFO:root:Epoch[67] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[67] Elapsed time 4.990 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.702039
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=7.24]
INFO:root:Epoch[68] Elapsed time 5.046 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.243970
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[69] Elapsed time 5.179 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.841438
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[70] Elapsed time 5.054 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.114498
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[71] Elapsed time 5.234 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.911939
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 17.01it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[72] Elapsed time 5.882 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.910601
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[73] Elapsed time 4.985 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.928794
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[74] Elapsed time 5.033 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.990727
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[75] Elapsed time 5.153 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.784275
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[76] Elapsed time 5.231 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.920407
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[77] Elapsed time 5.040 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.320822
INFO:root:Loading parameters from best epoch (67)
INFO:root:Epoch[78] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.60it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[78] Elapsed time 5.379 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.203652
INFO:root:Epoch[79] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[79] Elapsed time 4.946 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.716632
INFO:root:Epoch[80] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[80] Elapsed time 4.964 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.335811
INFO:root:Epoch[81] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[81] Elapsed time 4.998 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.982203
INFO:root:Epoch[82] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[82] Elapsed time 4.998 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.717732
INFO:root:Epoch[83] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=7.61]
INFO:root:Epoch[83] Elapsed time 5.066 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.609719
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.30it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[84] Elapsed time 5.185 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.677187
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[85] Elapsed time 5.086 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.153558
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[86] Elapsed time 5.062 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.924664
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[87] Elapsed time 5.330 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.796583
INFO:root:Loading parameters from best epoch (67)
INFO:root:Epoch[88] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[88] Elapsed time 5.007 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.795244
INFO:root:Epoch[89] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=7.28]
INFO:root:Epoch[89] Elapsed time 5.003 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.284482
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[90] Elapsed time 5.108 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.818341
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[91] Elapsed time 5.155 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.809700
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[92] Elapsed time 5.102 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.516228
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[93] Elapsed time 5.373 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.977825
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[94] Elapsed time 4.948 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.645123
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[95] Elapsed time 4.972 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.397119
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.62it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[96] Elapsed time 4.854 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.981235
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[97] Elapsed time 4.956 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.753925
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=7.84]
INFO:root:Epoch[98] Elapsed time 5.060 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.844051
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[99] Elapsed time 4.971 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.285816
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[100] Elapsed time 5.048 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.186229
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[101] Elapsed time 5.190 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.966246
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[102] Elapsed time 5.244 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.773897
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[103] Elapsed time 4.929 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.991140
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[104] Elapsed time 4.906 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.121581
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[105] Elapsed time 5.207 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.787391
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[106] Elapsed time 4.991 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.685727
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.58it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[107] Elapsed time 5.691 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.570294
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[108] Elapsed time 5.263 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.899479
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[109] Elapsed time 4.894 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.639614
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[110] Elapsed time 4.964 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.314486
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[111] Elapsed time 4.959 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.919134
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[112] Elapsed time 4.965 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.777269
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=7.9]
INFO:root:Epoch[113] Elapsed time 5.125 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.896583
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[114] Elapsed time 4.991 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.228398
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[115] Elapsed time 5.015 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.228187
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[116] Elapsed time 5.043 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.936376
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[117] Elapsed time 5.149 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.721260
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6]
INFO:root:Epoch[118] Elapsed time 4.986 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.004616
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[119] Elapsed time 4.943 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.973021
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[120] Elapsed time 5.151 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.813774
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[121] Elapsed time 4.963 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.641648
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[122] Elapsed time 5.047 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.571796
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[123] Elapsed time 5.277 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.901658
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[124] Elapsed time 4.938 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.593841
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[125] Elapsed time 4.909 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.332802
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[126] Elapsed time 4.920 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.949725
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[127] Elapsed time 4.936 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.818882
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.84]
INFO:root:Epoch[128] Elapsed time 5.117 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.838662
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[129] Elapsed time 4.949 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.072617
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[130] Elapsed time 5.171 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.159211
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[131] Elapsed time 5.049 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.906449
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[132] Elapsed time 5.099 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.568782
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[133] Elapsed time 4.918 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.034047
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[134] Elapsed time 4.904 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.988064
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[135] Elapsed time 5.177 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.771608
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[136] Elapsed time 4.955 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.489790
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[137] Elapsed time 5.048 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.727348
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[138] Elapsed time 5.279 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.683413
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[139] Elapsed time 4.945 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.674484
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[140] Elapsed time 4.987 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.298845
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[141] Elapsed time 4.961 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.889048
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[142] Elapsed time 5.051 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.934422
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.42it/s, avg_epoch_loss=7.68]
INFO:root:Epoch[143] Elapsed time 5.743 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.680592
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[144] Elapsed time 4.994 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.890063
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[145] Elapsed time 5.059 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.353568
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[146] Elapsed time 5.135 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.906845
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[147] Elapsed time 5.156 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.375269
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[148] Elapsed time 4.957 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.127196
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[149] Elapsed time 4.933 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.982917
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[150] Elapsed time 5.181 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.701628
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[151] Elapsed time 5.116 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.424045
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[152] Elapsed time 4.974 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.828868
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[153] Elapsed time 5.229 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.669419
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[154] Elapsed time 4.911 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.767101
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[155] Elapsed time 4.944 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.262884
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[156] Elapsed time 4.966 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.905615
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[157] Elapsed time 5.038 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.036631
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=7.63]
INFO:root:Epoch[158] Elapsed time 5.145 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.634450
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[159] Elapsed time 5.059 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.875240
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[160] Elapsed time 5.032 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.419940
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[161] Elapsed time 5.225 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.888808
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[162] Elapsed time 5.014 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.321908
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[163] Elapsed time 4.953 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.122141
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[164] Elapsed time 4.911 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.984033
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[165] Elapsed time 5.144 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.701462
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.38]
INFO:root:Epoch[166] Elapsed time 4.939 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.377039
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[167] Elapsed time 5.034 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.715062
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[168] Elapsed time 5.240 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.656293
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[169] Elapsed time 4.971 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.686652
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[170] Elapsed time 4.974 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.312330
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[171] Elapsed time 4.944 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.860382
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[172] Elapsed time 4.989 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.882872
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.69]
INFO:root:Epoch[173] Elapsed time 5.142 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.693658
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[174] Elapsed time 4.997 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.892065
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[175] Elapsed time 5.152 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.260857
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[176] Elapsed time 5.177 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.874043
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[177] Elapsed time 5.094 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.348367
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.63it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[178] Elapsed time 5.677 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.062243
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[179] Elapsed time 4.964 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.921632
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[180] Elapsed time 5.246 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.675160
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[181] Elapsed time 4.997 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.372138
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[182] Elapsed time 5.049 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.746425
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[183] Elapsed time 5.230 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.642040
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[184] Elapsed time 4.897 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.611511
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[185] Elapsed time 5.000 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.278597
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[186] Elapsed time 4.928 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.810930
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[187] Elapsed time 4.953 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.811661
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=7.76]
INFO:root:Epoch[188] Elapsed time 5.124 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.757130
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[189] Elapsed time 5.042 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.980541
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[190] Elapsed time 5.129 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.128397
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[191] Elapsed time 5.086 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.816284
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[192] Elapsed time 5.192 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.590002
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[193] Elapsed time 4.984 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.902668
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[194] Elapsed time 4.929 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.925914
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[195] Elapsed time 5.134 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.679314
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[196] Elapsed time 4.963 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.486213
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[197] Elapsed time 5.022 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.555857
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[198] Elapsed time 5.238 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.751082
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[199] Elapsed time 4.902 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.618747
INFO:root:Loading parameters from best epoch (181)
INFO:root:Final loss: 5.372138457298279 (occurred at epoch 181)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:29<00:00, 35.56it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.069797  0.135532  15.341745            0.123141            0.081653   

   seed  epochs  num_batches  
0    45     200          100  
Seed: 46
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431163
100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[0] Elapsed time 5.321 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.221802
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.57]
INFO:root:Epoch[1] Elapsed time 5.102 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.570264
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[2] Elapsed time 5.229 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.993741
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[3] Elapsed time 4.994 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.931462
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=7.45]
INFO:root:Epoch[4] Elapsed time 5.316 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.449273
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[5] Elapsed time 4.939 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.270911
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[6] Elapsed time 4.895 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.826182
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[7] Elapsed time 4.899 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.528755
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[8] Elapsed time 4.957 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.434934
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=7.7]
INFO:root:Epoch[9] Elapsed time 5.128 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.698328
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[10] Elapsed time 4.950 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.494244
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[11] Elapsed time 5.035 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.642113
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=7.13]
INFO:root:Epoch[12] Elapsed time 5.146 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.126138
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[13] Elapsed time 5.002 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.775324
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[14] Elapsed time 4.929 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.635831
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=7.25]
INFO:root:Epoch[15] Elapsed time 4.956 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.247100
INFO:root:Loading parameters from best epoch (5)
INFO:root:Epoch[16] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[16] Elapsed time 5.177 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.215017
INFO:root:Epoch[17] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[17] Elapsed time 4.994 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.982060
INFO:root:Epoch[18] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[18] Elapsed time 5.057 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.256690
INFO:root:Epoch[19] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.48it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[19] Elapsed time 5.415 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.906823
INFO:root:Epoch[20] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[20] Elapsed time 4.951 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.214232
INFO:root:Epoch[21] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[21] Elapsed time 5.019 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.626223
INFO:root:Epoch[22] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[22] Elapsed time 4.987 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.337484
INFO:root:Epoch[23] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[23] Elapsed time 4.985 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.789304
INFO:root:Epoch[24] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=7.55]
INFO:root:Epoch[24] Elapsed time 5.189 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.551204
INFO:root:Epoch[25] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[25] Elapsed time 4.999 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.213904
INFO:root:Epoch[26] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[26] Elapsed time 5.089 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.901185
INFO:root:Epoch[27] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[27] Elapsed time 5.219 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.202862
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[28] Elapsed time 4.950 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.498050
INFO:root:Epoch[29] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[29] Elapsed time 4.946 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=7.030797
INFO:root:Epoch[30] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=7.29]
INFO:root:Epoch[30] Elapsed time 4.993 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.286131
INFO:root:Epoch[31] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 17.04it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[31] Elapsed time 5.872 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.739756
INFO:root:Epoch[32] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[32] Elapsed time 5.014 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.330747
INFO:root:Epoch[33] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[33] Elapsed time 5.101 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.149338
INFO:root:Epoch[34] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[34] Elapsed time 5.187 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.587812
INFO:root:Epoch[35] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[35] Elapsed time 4.984 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.417558
INFO:root:Epoch[36] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[36] Elapsed time 4.959 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.596658
INFO:root:Epoch[37] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[37] Elapsed time 4.955 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.078164
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[38] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=7.44]
INFO:root:Epoch[38] Elapsed time 4.988 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.443975
INFO:root:Epoch[39] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=7.48]
INFO:root:Epoch[39] Elapsed time 5.128 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.477537
INFO:root:Epoch[40] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[40] Elapsed time 4.994 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.487191
INFO:root:Epoch[41] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[41] Elapsed time 5.073 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.170190
INFO:root:Epoch[42] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[42] Elapsed time 5.203 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.102229
INFO:root:Epoch[43] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[43] Elapsed time 4.949 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.439129
INFO:root:Epoch[44] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=7.35]
INFO:root:Epoch[44] Elapsed time 4.946 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.351921
INFO:root:Epoch[45] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=7.13]
INFO:root:Epoch[45] Elapsed time 5.052 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=7.127711
INFO:root:Epoch[46] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[46] Elapsed time 5.099 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.355471
INFO:root:Epoch[47] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[47] Elapsed time 5.019 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.614494
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[48] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=7.66]
INFO:root:Epoch[48] Elapsed time 5.296 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.661445
INFO:root:Epoch[49] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[49] Elapsed time 5.060 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.310860
INFO:root:Epoch[50] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[50] Elapsed time 4.941 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.635609
INFO:root:Epoch[51] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[51] Elapsed time 4.925 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.528129
INFO:root:Epoch[52] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[52] Elapsed time 4.971 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.209641
INFO:root:Epoch[53] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=7.82]
INFO:root:Epoch[53] Elapsed time 5.049 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.822322
INFO:root:Epoch[54] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[54] Elapsed time 5.065 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.033659
INFO:root:Epoch[55] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[55] Elapsed time 5.043 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.592867
INFO:root:Epoch[56] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[56] Elapsed time 5.022 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.172005
INFO:root:Epoch[57] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=7.13]
INFO:root:Epoch[57] Elapsed time 5.179 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.130530
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[58] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[58] Elapsed time 4.951 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.380423
INFO:root:Epoch[59] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=7.58]
INFO:root:Epoch[59] Elapsed time 4.995 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.580113
INFO:root:Epoch[60] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.3]
INFO:root:Epoch[60] Elapsed time 5.140 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.298298
INFO:root:Epoch[61] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[61] Elapsed time 5.026 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.169062
INFO:root:Epoch[62] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[62] Elapsed time 5.028 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.939502
INFO:root:Epoch[63] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=7.43]
INFO:root:Epoch[63] Elapsed time 5.277 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.431617
INFO:root:Epoch[64] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[64] Elapsed time 4.943 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.176940
INFO:root:Epoch[65] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[65] Elapsed time 4.944 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.722307
INFO:root:Epoch[66] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[66] Elapsed time 4.943 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.435820
INFO:root:Epoch[67] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.63it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[67] Elapsed time 5.677 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.190674
INFO:root:Epoch[68] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=8.07]
INFO:root:Epoch[68] Elapsed time 5.091 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=8.071730
INFO:root:Epoch[69] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[69] Elapsed time 5.008 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.707184
INFO:root:Epoch[70] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[70] Elapsed time 5.039 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.531395
INFO:root:Epoch[71] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=7.23]
INFO:root:Epoch[71] Elapsed time 5.075 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.231979
INFO:root:Epoch[72] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[72] Elapsed time 5.149 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=7.018166
INFO:root:Epoch[73] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[73] Elapsed time 4.963 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.486257
INFO:root:Epoch[74] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=7.33]
INFO:root:Epoch[74] Elapsed time 4.935 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.331577
INFO:root:Epoch[75] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=7.13]
INFO:root:Epoch[75] Elapsed time 5.162 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.133635
INFO:root:Epoch[76] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[76] Elapsed time 4.983 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.099796
INFO:root:Epoch[77] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[77] Elapsed time 5.051 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.943113
INFO:root:Epoch[78] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.72it/s, avg_epoch_loss=7.23]
INFO:root:Epoch[78] Elapsed time 5.348 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.232395
INFO:root:Epoch[79] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[79] Elapsed time 4.982 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.115370
INFO:root:Epoch[80] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[80] Elapsed time 4.941 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.679088
INFO:root:Epoch[81] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[81] Elapsed time 4.956 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.366529
INFO:root:Epoch[82] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[82] Elapsed time 4.968 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.198791
INFO:root:Epoch[83] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=8.05]
INFO:root:Epoch[83] Elapsed time 5.108 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=8.053054
INFO:root:Epoch[84] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[84] Elapsed time 4.995 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.587075
INFO:root:Epoch[85] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[85] Elapsed time 5.053 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.491296
INFO:root:Epoch[86] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[86] Elapsed time 5.051 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.156152
INFO:root:Epoch[87] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[87] Elapsed time 5.121 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.933290
INFO:root:Epoch[88] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[88] Elapsed time 4.949 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.496524
INFO:root:Epoch[89] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=7.28]
INFO:root:Epoch[89] Elapsed time 4.927 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.284758
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[90] Elapsed time 5.160 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=7.082359
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[91] Elapsed time 4.980 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.878965
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[92] Elapsed time 4.988 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=7.005228
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[93] Elapsed time 5.201 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.053743
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[94] Elapsed time 4.868 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.009944
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[95] Elapsed time 4.912 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.658672
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[96] Elapsed time 4.915 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.266413
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[97] Elapsed time 4.912 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.221763
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=7.92]
INFO:root:Epoch[98] Elapsed time 5.067 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.921261
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[99] Elapsed time 4.948 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.451299
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[100] Elapsed time 4.993 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.512291
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[101] Elapsed time 5.051 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=7.149971
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.12it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[102] Elapsed time 5.525 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.858487
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[103] Elapsed time 5.122 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.399302
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=7.23]
INFO:root:Epoch[104] Elapsed time 4.899 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.230211
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[105] Elapsed time 5.138 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.936825
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[106] Elapsed time 4.963 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.653200
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=7]
INFO:root:Epoch[107] Elapsed time 5.088 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=7.002354
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.49it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[108] Elapsed time 5.410 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.876332
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[109] Elapsed time 5.048 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.029989
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[110] Elapsed time 5.036 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.570506
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[111] Elapsed time 5.018 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.233556
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[112] Elapsed time 5.024 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.283063
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=7.64]
INFO:root:Epoch[113] Elapsed time 5.251 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.637526
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[114] Elapsed time 5.072 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.275280
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[115] Elapsed time 5.054 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.656188
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[116] Elapsed time 5.177 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=7.046138
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[117] Elapsed time 5.062 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.608412
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[118] Elapsed time 4.943 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.320653
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[119] Elapsed time 4.946 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.192534
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[120] Elapsed time 5.171 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.739257
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[121] Elapsed time 4.985 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.432308
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=7]
INFO:root:Epoch[122] Elapsed time 4.963 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.995587
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[123] Elapsed time 5.227 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.808522
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[124] Elapsed time 4.920 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.954789
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[125] Elapsed time 4.888 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.459227
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[126] Elapsed time 4.943 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.112372
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[127] Elapsed time 4.974 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.148881
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=7.52]
INFO:root:Epoch[128] Elapsed time 5.087 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.518663
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[129] Elapsed time 4.963 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.157461
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[130] Elapsed time 5.051 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.509356
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[131] Elapsed time 5.223 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.945273
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[132] Elapsed time 5.043 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.463558
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[133] Elapsed time 4.977 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.249012
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[134] Elapsed time 4.980 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=7.032570
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[135] Elapsed time 5.191 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.778014
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.42]
INFO:root:Epoch[136] Elapsed time 5.028 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.421183
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.96]
INFO:root:Epoch[137] Elapsed time 5.173 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.961707
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:06<00:00, 16.59it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[138] Elapsed time 6.031 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.727004
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[139] Elapsed time 4.952 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.934329
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[140] Elapsed time 4.977 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.366432
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[141] Elapsed time 4.946 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.025799
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[142] Elapsed time 5.000 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.349429
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=7.41]
INFO:root:Epoch[143] Elapsed time 5.131 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.408291
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[144] Elapsed time 4.999 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.897054
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[145] Elapsed time 5.103 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.550256
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[146] Elapsed time 5.221 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.877070
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[147] Elapsed time 5.033 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.313014
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[148] Elapsed time 5.041 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.340918
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[149] Elapsed time 4.938 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=7.098881
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[150] Elapsed time 5.260 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.528535
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[151] Elapsed time 5.031 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.541093
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[152] Elapsed time 5.029 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=7.015450
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[153] Elapsed time 5.304 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.474456
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6]
INFO:root:Epoch[154] Elapsed time 5.021 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.004592
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[155] Elapsed time 5.017 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.276105
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[156] Elapsed time 4.978 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.885952
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[157] Elapsed time 4.951 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.516033
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=7.27]
INFO:root:Epoch[158] Elapsed time 5.154 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.271964
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[159] Elapsed time 5.076 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.825351
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[160] Elapsed time 5.116 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.658004
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.96]
INFO:root:Epoch[161] Elapsed time 5.226 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.964436
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[162] Elapsed time 4.926 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=5.881239
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[163] Elapsed time 4.965 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.605827
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[164] Elapsed time 4.949 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.976073
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[165] Elapsed time 5.188 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.249422
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[166] Elapsed time 5.044 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.805541
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[167] Elapsed time 5.221 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.876689
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[168] Elapsed time 5.287 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.344019
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6]
INFO:root:Epoch[169] Elapsed time 4.987 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.999913
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[170] Elapsed time 4.928 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.253485
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[171] Elapsed time 4.987 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.842418
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[172] Elapsed time 4.957 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.499060
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.24it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[173] Elapsed time 5.804 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.220896
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[174] Elapsed time 5.001 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.794418
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[175] Elapsed time 5.069 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.508603
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[176] Elapsed time 5.241 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.975030
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[177] Elapsed time 4.966 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=5.960358
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[178] Elapsed time 4.968 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.406502
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[179] Elapsed time 4.997 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=7.018797
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[180] Elapsed time 5.194 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.375607
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.48]
INFO:root:Epoch[181] Elapsed time 4.987 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.480093
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[182] Elapsed time 5.021 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.939738
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[183] Elapsed time 5.225 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.447652
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[184] Elapsed time 4.949 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.951157
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[185] Elapsed time 4.950 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.251905
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[186] Elapsed time 4.980 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.918080
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[187] Elapsed time 4.991 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.253619
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=7.29]
INFO:root:Epoch[188] Elapsed time 5.149 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.292827
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[189] Elapsed time 5.090 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.741846
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[190] Elapsed time 5.158 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.491488
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[191] Elapsed time 5.233 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.834238
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[192] Elapsed time 5.043 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.180916
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[193] Elapsed time 4.955 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.211456
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[194] Elapsed time 4.946 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=7.057860
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.11it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[195] Elapsed time 5.236 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.374032
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[196] Elapsed time 5.180 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.516886
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[197] Elapsed time 5.034 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.846645
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[198] Elapsed time 5.229 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.364830
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[199] Elapsed time 5.003 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.959317
INFO:root:Loading parameters from best epoch (136)
INFO:root:Final loss: 5.421182928085327 (occurred at epoch 136)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:32<00:00, 35.48it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.100655  0.138848  21.248001            0.124539            0.087922   

   seed  epochs  num_batches  
0    46     200          100  
Seed: 47
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431163
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=7.55]
INFO:root:Epoch[0] Elapsed time 5.243 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.547458
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=7.71]
INFO:root:Epoch[1] Elapsed time 5.107 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.705639
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[2] Elapsed time 5.282 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.081717
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[3] Elapsed time 5.078 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.889733
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=7.41]
INFO:root:Epoch[4] Elapsed time 5.317 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.410613
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[5] Elapsed time 4.927 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.431814
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[6] Elapsed time 4.913 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.802125
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[7] Elapsed time 4.926 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.515542
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[8] Elapsed time 4.968 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.282675
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=7.76]
INFO:root:Epoch[9] Elapsed time 5.141 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.755305
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[10] Elapsed time 5.082 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.756858
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[11] Elapsed time 5.069 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.565049
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[12] Elapsed time 5.116 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.147871
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[13] Elapsed time 5.122 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.840351
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[14] Elapsed time 4.978 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.631915
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[15] Elapsed time 4.956 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.202344
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[16] Elapsed time 5.211 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.809829
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[17] Elapsed time 5.034 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.214135
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[18] Elapsed time 5.045 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.043304
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[19] Elapsed time 5.211 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.749135
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[20] Elapsed time 4.993 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.309738
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[21] Elapsed time 5.005 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.466931
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[22] Elapsed time 4.940 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.175526
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[23] Elapsed time 4.965 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.671330
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=7.28]
INFO:root:Epoch[24] Elapsed time 5.214 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.283627
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.34it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[25] Elapsed time 5.456 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.100437
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.40it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[26] Elapsed time 5.436 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.747917
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.90it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[27] Elapsed time 5.294 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.025086
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[28] Elapsed time 4.916 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.174693
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[29] Elapsed time 4.909 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.782551
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[30] Elapsed time 4.978 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.954878
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[31] Elapsed time 5.147 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.408251
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[32] Elapsed time 5.003 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.493147
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=7]
INFO:root:Epoch[33] Elapsed time 5.162 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.004882
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[34] Elapsed time 5.041 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.093205
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[35] Elapsed time 4.954 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.399367
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[36] Elapsed time 4.925 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.211359
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[37] Elapsed time 5.007 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.875107
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[38] Elapsed time 4.988 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.163297
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[39] Elapsed time 5.067 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.806337
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[40] Elapsed time 5.017 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.164391
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[41] Elapsed time 5.067 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.757101
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[42] Elapsed time 5.249 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.800121
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[43] Elapsed time 4.954 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.111110
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[44] Elapsed time 4.951 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.972240
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[45] Elapsed time 5.042 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.805540
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[46] Elapsed time 5.155 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.276249
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[47] Elapsed time 5.095 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.470468
INFO:root:Loading parameters from best epoch (37)
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[48] Elapsed time 5.266 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.971506
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[49] Elapsed time 4.997 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.669657
INFO:root:Epoch[50] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[50] Elapsed time 5.079 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.395027
INFO:root:Epoch[51] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[51] Elapsed time 4.968 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.012387
INFO:root:Epoch[52] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[52] Elapsed time 5.123 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.722481
INFO:root:Epoch[53] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.49]
INFO:root:Epoch[53] Elapsed time 5.094 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.487438
INFO:root:Epoch[54] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[54] Elapsed time 5.084 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.436873
INFO:root:Epoch[55] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[55] Elapsed time 5.173 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.123803
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[56] Elapsed time 5.085 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.785372
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[57] Elapsed time 5.193 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.720294
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[58] Elapsed time 5.051 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.941548
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[59] Elapsed time 4.968 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.011640
INFO:root:Loading parameters from best epoch (49)
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[60] Elapsed time 5.140 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.979825
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 17.43it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[61] Elapsed time 5.742 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.701105
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[62] Elapsed time 5.091 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.419790
INFO:root:Epoch[63] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[63] Elapsed time 5.259 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.926384
INFO:root:Epoch[64] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[64] Elapsed time 4.957 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.633699
INFO:root:Epoch[65] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[65] Elapsed time 4.943 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.417254
INFO:root:Epoch[66] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[66] Elapsed time 4.903 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.939861
INFO:root:Epoch[67] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[67] Elapsed time 4.964 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.709570
INFO:root:Epoch[68] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=7.55]
INFO:root:Epoch[68] Elapsed time 5.080 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.549367
INFO:root:Epoch[69] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[69] Elapsed time 5.009 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.517034
INFO:root:Epoch[70] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[70] Elapsed time 5.002 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.101589
INFO:root:Epoch[71] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[71] Elapsed time 5.153 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.790638
INFO:root:Epoch[72] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[72] Elapsed time 5.148 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.684830
INFO:root:Epoch[73] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[73] Elapsed time 4.908 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.970940
INFO:root:Epoch[74] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[74] Elapsed time 4.898 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.044516
INFO:root:Loading parameters from best epoch (64)
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[75] Elapsed time 5.169 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.828452
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[76] Elapsed time 4.999 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.576659
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[77] Elapsed time 5.091 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.459520
INFO:root:Epoch[78] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[78] Elapsed time 5.317 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.945154
INFO:root:Epoch[79] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[79] Elapsed time 5.019 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.603359
INFO:root:Epoch[80] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[80] Elapsed time 4.989 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.368203
INFO:root:Epoch[81] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[81] Elapsed time 4.943 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.963804
INFO:root:Epoch[82] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[82] Elapsed time 5.116 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.744095
INFO:root:Epoch[83] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=7.75]
INFO:root:Epoch[83] Elapsed time 5.143 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.753632
INFO:root:Epoch[84] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[84] Elapsed time 5.194 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.315131
INFO:root:Epoch[85] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[85] Elapsed time 5.053 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.109939
INFO:root:Epoch[86] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[86] Elapsed time 5.075 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.861803
INFO:root:Loading parameters from best epoch (76)
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[87] Elapsed time 5.159 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.844294
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[88] Elapsed time 4.994 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.106298
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[89] Elapsed time 4.994 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.088010
INFO:root:Epoch[90] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[90] Elapsed time 5.212 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.748797
INFO:root:Epoch[91] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[91] Elapsed time 5.019 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.559399
INFO:root:Epoch[92] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[92] Elapsed time 5.016 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.631427
INFO:root:Epoch[93] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[93] Elapsed time 5.224 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.791760
INFO:root:Epoch[94] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[94] Elapsed time 4.901 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.720937
INFO:root:Epoch[95] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[95] Elapsed time 4.910 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.363086
INFO:root:Epoch[96] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.05it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[96] Elapsed time 5.543 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.900350
INFO:root:Epoch[97] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[97] Elapsed time 4.973 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.896539
INFO:root:Epoch[98] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.87]
INFO:root:Epoch[98] Elapsed time 5.103 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.871079
INFO:root:Epoch[99] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[99] Elapsed time 4.973 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.127456
INFO:root:Epoch[100] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[100] Elapsed time 5.031 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.246950
INFO:root:Epoch[101] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[101] Elapsed time 5.108 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.889521
INFO:root:Loading parameters from best epoch (91)
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[102] Elapsed time 5.045 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.632991
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[103] Elapsed time 4.959 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.171658
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[104] Elapsed time 4.928 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.072174
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[105] Elapsed time 5.156 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.633905
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[106] Elapsed time 4.942 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.486266
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[107] Elapsed time 5.042 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.755256
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.76it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[108] Elapsed time 5.335 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.705660
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[109] Elapsed time 5.039 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.733463
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[110] Elapsed time 4.987 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.341914
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[111] Elapsed time 4.962 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.965685
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[112] Elapsed time 5.031 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.908049
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=7.88]
INFO:root:Epoch[113] Elapsed time 5.277 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.881490
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[114] Elapsed time 5.230 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.067500
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[115] Elapsed time 5.057 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.298090
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[116] Elapsed time 5.134 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.861710
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[117] Elapsed time 5.140 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.531017
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[118] Elapsed time 4.995 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.196527
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=7]
INFO:root:Epoch[119] Elapsed time 4.955 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.002025
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.24it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[120] Elapsed time 5.201 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.736420
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[121] Elapsed time 4.997 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.491710
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[122] Elapsed time 5.026 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.730432
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[123] Elapsed time 5.273 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.719833
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[124] Elapsed time 4.998 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.699822
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[125] Elapsed time 5.002 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.321683
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[126] Elapsed time 4.953 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.926047
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6]
INFO:root:Epoch[127] Elapsed time 4.985 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.003264
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=7.8]
INFO:root:Epoch[128] Elapsed time 5.151 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.795260
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[129] Elapsed time 5.018 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.063469
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[130] Elapsed time 5.049 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.252382
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[131] Elapsed time 5.208 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.904733
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.15it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[132] Elapsed time 5.834 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.515667
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[133] Elapsed time 5.002 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.138940
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=7]
INFO:root:Epoch[134] Elapsed time 4.975 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.998029
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[135] Elapsed time 5.209 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.615585
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[136] Elapsed time 4.972 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.438331
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[137] Elapsed time 5.007 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.793590
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[138] Elapsed time 5.317 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.661139
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[139] Elapsed time 4.911 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.789017
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[140] Elapsed time 5.016 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.305253
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[141] Elapsed time 4.903 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.905286
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[142] Elapsed time 5.100 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.980667
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.12it/s, avg_epoch_loss=7.75]
INFO:root:Epoch[143] Elapsed time 5.233 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.754066
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[144] Elapsed time 5.165 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.008941
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[145] Elapsed time 5.118 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.280007
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[146] Elapsed time 5.136 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.900609
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[147] Elapsed time 5.054 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.382450
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[148] Elapsed time 4.944 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.127314
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[149] Elapsed time 4.935 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=7.012415
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[150] Elapsed time 5.154 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.548149
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[151] Elapsed time 4.927 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.410112
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[152] Elapsed time 5.004 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.750901
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[153] Elapsed time 5.248 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.584090
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[154] Elapsed time 4.952 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.743983
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[155] Elapsed time 4.943 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.292434
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[156] Elapsed time 4.959 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.907059
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[157] Elapsed time 4.975 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.993788
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=7.69]
INFO:root:Epoch[158] Elapsed time 5.239 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.693546
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[159] Elapsed time 4.980 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.982424
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[160] Elapsed time 5.147 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.321072
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[161] Elapsed time 5.217 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.811068
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[162] Elapsed time 5.106 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.303247
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[163] Elapsed time 4.962 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.160214
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[164] Elapsed time 4.943 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=7.108131
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[165] Elapsed time 5.182 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.404164
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.44]
INFO:root:Epoch[166] Elapsed time 5.011 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.437557
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.69it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[167] Elapsed time 5.656 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.768270
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[168] Elapsed time 5.264 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.487728
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[169] Elapsed time 4.956 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.791145
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[170] Elapsed time 4.977 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.217451
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[171] Elapsed time 5.000 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.863834
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[172] Elapsed time 4.981 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.271811
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.05it/s, avg_epoch_loss=7.6]
INFO:root:Epoch[173] Elapsed time 5.251 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.603314
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[174] Elapsed time 5.008 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.829627
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[175] Elapsed time 5.027 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.409230
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.29it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[176] Elapsed time 5.185 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.777643
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[177] Elapsed time 5.030 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.207441
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[178] Elapsed time 4.923 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.271184
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[179] Elapsed time 4.995 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=7.077563
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[180] Elapsed time 5.212 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.275881
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[181] Elapsed time 5.016 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.539045
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[182] Elapsed time 5.024 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.788441
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[183] Elapsed time 5.264 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.218533
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[184] Elapsed time 4.945 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.951620
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[185] Elapsed time 4.931 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.167672
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[186] Elapsed time 4.968 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.816168
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[187] Elapsed time 4.950 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.289528
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=7.57]
INFO:root:Epoch[188] Elapsed time 5.159 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.573436
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[189] Elapsed time 5.026 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.784096
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[190] Elapsed time 5.042 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.416398
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[191] Elapsed time 5.184 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.818607
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[192] Elapsed time 5.057 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.217501
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[193] Elapsed time 4.960 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.134522
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[194] Elapsed time 4.950 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=7.094931
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[195] Elapsed time 5.194 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.337581
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.41]
INFO:root:Epoch[196] Elapsed time 5.006 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.412658
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[197] Elapsed time 5.010 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.763478
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[198] Elapsed time 5.272 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.411209
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[199] Elapsed time 4.959 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.864264
INFO:root:Loading parameters from best epoch (151)
INFO:root:Final loss: 5.410111775398255 (occurred at epoch 151)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:26<00:00, 35.64it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.113555  0.137538  16.735529             0.12597            0.087688   

   seed  epochs  num_batches  
0    47     200          100  
Seed: 48
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431163
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=7.82]
INFO:root:Epoch[0] Elapsed time 5.253 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.815189
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.65]
INFO:root:Epoch[1] Elapsed time 5.138 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.651792
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.06it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[2] Elapsed time 5.247 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.064872
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[3] Elapsed time 5.087 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.978505
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.78it/s, avg_epoch_loss=7.45]
INFO:root:Epoch[4] Elapsed time 5.327 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.446458
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[5] Elapsed time 5.010 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.518565
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[6] Elapsed time 5.072 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.892109
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[7] Elapsed time 5.007 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.586454
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[8] Elapsed time 5.022 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.501859
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=7.79]
INFO:root:Epoch[9] Elapsed time 5.108 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.791476
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[10] Elapsed time 4.989 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.573522
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[11] Elapsed time 5.012 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.741315
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[12] Elapsed time 5.140 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.199916
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[13] Elapsed time 5.037 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.773972
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[14] Elapsed time 4.947 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.631132
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=7.29]
INFO:root:Epoch[15] Elapsed time 4.936 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.286472
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[16] Elapsed time 5.150 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.909170
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[17] Elapsed time 5.043 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.368121
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[18] Elapsed time 5.111 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.028912
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[19] Elapsed time 5.300 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.764544
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[20] Elapsed time 5.154 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.299876
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.49it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[21] Elapsed time 5.409 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.511734
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[22] Elapsed time 4.931 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.170287
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[23] Elapsed time 5.040 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.473542
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=7.3]
INFO:root:Epoch[24] Elapsed time 5.192 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.298401
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[25] Elapsed time 5.020 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.178645
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[26] Elapsed time 5.077 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.577811
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[27] Elapsed time 5.259 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.095945
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[28] Elapsed time 5.037 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.165545
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[29] Elapsed time 4.906 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.649204
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[30] Elapsed time 4.940 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.094419
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[31] Elapsed time 5.150 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.416513
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[32] Elapsed time 5.072 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.556196
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.59it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[33] Elapsed time 5.108 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.859085
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[34] Elapsed time 5.220 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.454537
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[35] Elapsed time 4.987 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.211677
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[36] Elapsed time 4.916 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.354480
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[37] Elapsed time 5.072 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.829566
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[38] Elapsed time 4.995 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.649677
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[39] Elapsed time 5.237 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.116053
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[40] Elapsed time 5.011 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.134938
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[41] Elapsed time 5.080 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.727032
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[42] Elapsed time 5.282 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.936384
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[43] Elapsed time 4.917 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.078325
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[44] Elapsed time 4.937 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.659220
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[45] Elapsed time 4.975 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.923065
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[46] Elapsed time 5.240 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.258113
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[47] Elapsed time 5.054 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.463732
INFO:root:Loading parameters from best epoch (37)
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[48] Elapsed time 5.196 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.978829
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6]
INFO:root:Epoch[49] Elapsed time 5.085 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=5.998427
INFO:root:Epoch[50] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[50] Elapsed time 5.000 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.129554
INFO:root:Epoch[51] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[51] Elapsed time 4.934 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.201234
INFO:root:Epoch[52] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[52] Elapsed time 5.065 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.669245
INFO:root:Epoch[53] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[53] Elapsed time 5.010 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.905297
INFO:root:Epoch[54] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[54] Elapsed time 5.129 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.967285
INFO:root:Epoch[55] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[55] Elapsed time 4.983 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=5.911497
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 17.50it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[56] Elapsed time 5.717 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.745024
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[57] Elapsed time 5.169 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.808899
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[58] Elapsed time 4.904 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.803279
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[59] Elapsed time 4.927 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.924375
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[60] Elapsed time 4.970 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.748450
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[61] Elapsed time 5.123 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.988915
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[62] Elapsed time 4.992 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.350461
INFO:root:Loading parameters from best epoch (52)
INFO:root:Epoch[63] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.91it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[63] Elapsed time 5.292 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.136159
INFO:root:Epoch[64] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[64] Elapsed time 4.929 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.780280
INFO:root:Epoch[65] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[65] Elapsed time 5.004 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.209120
INFO:root:Epoch[66] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.53it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[66] Elapsed time 4.874 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.013211
INFO:root:Epoch[67] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[67] Elapsed time 5.018 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.593413
INFO:root:Epoch[68] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=7.24]
INFO:root:Epoch[68] Elapsed time 5.010 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.242803
INFO:root:Epoch[69] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[69] Elapsed time 5.105 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.736399
INFO:root:Epoch[70] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[70] Elapsed time 5.034 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.054865
INFO:root:Epoch[71] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[71] Elapsed time 5.097 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.769018
INFO:root:Epoch[72] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.01it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[72] Elapsed time 5.263 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.777952
INFO:root:Epoch[73] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[73] Elapsed time 4.922 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.833876
INFO:root:Epoch[74] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[74] Elapsed time 4.993 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.931828
INFO:root:Epoch[75] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[75] Elapsed time 5.007 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.799976
INFO:root:Epoch[76] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[76] Elapsed time 5.144 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.944409
INFO:root:Epoch[77] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[77] Elapsed time 5.017 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.067456
INFO:root:Loading parameters from best epoch (67)
INFO:root:Epoch[78] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[78] Elapsed time 5.231 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.118182
INFO:root:Epoch[79] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[79] Elapsed time 5.063 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.796793
INFO:root:Epoch[80] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[80] Elapsed time 5.015 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.172430
INFO:root:Epoch[81] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[81] Elapsed time 5.012 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.015964
INFO:root:Epoch[82] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[82] Elapsed time 5.106 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.572265
INFO:root:Epoch[83] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=7.42]
INFO:root:Epoch[83] Elapsed time 5.039 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.418911
INFO:root:Epoch[84] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[84] Elapsed time 5.212 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.673498
INFO:root:Epoch[85] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[85] Elapsed time 5.014 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.069372
INFO:root:Epoch[86] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[86] Elapsed time 5.058 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.782966
INFO:root:Epoch[87] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[87] Elapsed time 5.154 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.728577
INFO:root:Epoch[88] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[88] Elapsed time 4.909 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.890590
INFO:root:Epoch[89] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[89] Elapsed time 4.917 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.088838
INFO:root:Epoch[90] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[90] Elapsed time 5.073 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.808885
INFO:root:Epoch[91] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.96it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[91] Elapsed time 5.279 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.742527
INFO:root:Epoch[92] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.62it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[92] Elapsed time 5.373 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.402104
INFO:root:Loading parameters from best epoch (82)
INFO:root:Epoch[93] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[93] Elapsed time 5.217 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.043879
INFO:root:Epoch[94] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.51]
INFO:root:Epoch[94] Elapsed time 4.889 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.510951
INFO:root:Epoch[95] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[95] Elapsed time 4.943 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.282606
INFO:root:Epoch[96] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[96] Elapsed time 5.015 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.865350
INFO:root:Epoch[97] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[97] Elapsed time 4.975 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.594599
INFO:root:Epoch[98] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=7.81]
INFO:root:Epoch[98] Elapsed time 5.105 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.809144
INFO:root:Epoch[99] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[99] Elapsed time 5.058 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.367491
INFO:root:Epoch[100] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[100] Elapsed time 5.044 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.129170
INFO:root:Epoch[101] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[101] Elapsed time 5.089 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.813797
INFO:root:Epoch[102] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[102] Elapsed time 5.213 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.739075
INFO:root:Epoch[103] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[103] Elapsed time 4.956 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.975989
INFO:root:Epoch[104] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[104] Elapsed time 4.968 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.092259
INFO:root:Loading parameters from best epoch (94)
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[105] Elapsed time 5.161 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.906519
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[106] Elapsed time 4.996 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.661289
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[107] Elapsed time 5.028 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.431573
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[108] Elapsed time 5.318 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.922449
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[109] Elapsed time 4.980 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.498494
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[110] Elapsed time 4.911 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.297209
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[111] Elapsed time 4.924 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.858629
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[112] Elapsed time 4.939 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.603755
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=7.91]
INFO:root:Epoch[113] Elapsed time 5.083 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.908768
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[114] Elapsed time 4.995 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.368302
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[115] Elapsed time 5.013 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.121065
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[116] Elapsed time 5.030 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.852703
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[117] Elapsed time 5.122 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.681126
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[118] Elapsed time 4.928 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.071730
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[119] Elapsed time 4.871 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.069662
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[120] Elapsed time 5.146 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.740058
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[121] Elapsed time 4.941 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.686312
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[122] Elapsed time 5.003 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.482276
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.15it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[123] Elapsed time 5.227 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.871368
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[124] Elapsed time 4.929 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.543066
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[125] Elapsed time 4.888 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.243584
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.45it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[126] Elapsed time 4.892 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.829446
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.91it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[127] Elapsed time 5.586 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.817365
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=7.91]
INFO:root:Epoch[128] Elapsed time 5.135 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.914336
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[129] Elapsed time 5.001 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.089296
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[130] Elapsed time 5.173 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.164281
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[131] Elapsed time 5.050 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.817858
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[132] Elapsed time 5.155 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.577508
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[133] Elapsed time 4.932 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.089580
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=7]
INFO:root:Epoch[134] Elapsed time 4.944 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.998580
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[135] Elapsed time 5.137 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.731011
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[136] Elapsed time 4.940 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.525648
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[137] Elapsed time 4.963 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.660176
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[138] Elapsed time 5.211 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.713139
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.48it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[139] Elapsed time 4.889 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.571359
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[140] Elapsed time 4.935 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.268378
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[141] Elapsed time 4.916 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.807345
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[142] Elapsed time 4.975 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.896917
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=7.79]
INFO:root:Epoch[143] Elapsed time 5.084 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.786678
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[144] Elapsed time 5.042 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.033588
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[145] Elapsed time 5.003 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.224807
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.40it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[146] Elapsed time 5.158 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.889095
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[147] Elapsed time 5.051 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.518941
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[148] Elapsed time 4.950 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.153538
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=7]
INFO:root:Epoch[149] Elapsed time 4.914 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=7.000924
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[150] Elapsed time 5.199 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.702302
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[151] Elapsed time 5.014 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.462491
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[152] Elapsed time 5.019 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.680753
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.02it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[153] Elapsed time 5.261 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.594505
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[154] Elapsed time 4.965 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.643322
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[155] Elapsed time 4.997 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.214666
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[156] Elapsed time 4.945 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.834463
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[157] Elapsed time 5.098 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.938103
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=7.73]
INFO:root:Epoch[158] Elapsed time 5.134 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.726304
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[159] Elapsed time 5.014 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.944504
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[160] Elapsed time 5.066 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.391309
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[161] Elapsed time 5.246 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.821911
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[162] Elapsed time 5.124 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.340288
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.85it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[163] Elapsed time 5.605 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.203871
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[164] Elapsed time 4.983 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=7.083691
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[165] Elapsed time 5.206 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.462412
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.49]
INFO:root:Epoch[166] Elapsed time 4.987 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.489958
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[167] Elapsed time 5.030 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.816679
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[168] Elapsed time 5.253 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.425340
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[169] Elapsed time 4.966 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.724459
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[170] Elapsed time 4.944 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.170827
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[171] Elapsed time 4.991 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.771326
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[172] Elapsed time 5.073 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.058255
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=7.56]
INFO:root:Epoch[173] Elapsed time 5.286 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.562059
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=5.9]
INFO:root:Epoch[174] Elapsed time 5.073 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.897742
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[175] Elapsed time 5.062 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.445307
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[176] Elapsed time 5.137 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.798905
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[177] Elapsed time 5.053 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.287256
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[178] Elapsed time 4.906 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.192548
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[179] Elapsed time 5.114 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=7.084410
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[180] Elapsed time 5.216 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.411295
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[181] Elapsed time 5.082 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.523492
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[182] Elapsed time 5.014 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.763169
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[183] Elapsed time 5.271 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.425901
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[184] Elapsed time 4.929 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.756365
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[185] Elapsed time 4.962 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.144377
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[186] Elapsed time 4.966 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.740979
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[187] Elapsed time 4.975 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.114940
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=7.58]
INFO:root:Epoch[188] Elapsed time 5.154 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.580640
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[189] Elapsed time 4.983 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.792862
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[190] Elapsed time 5.024 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.426642
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[191] Elapsed time 5.205 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.786171
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[192] Elapsed time 5.062 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.269606
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[193] Elapsed time 4.989 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.208214
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[194] Elapsed time 5.031 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=7.100571
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[195] Elapsed time 5.212 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.245120
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[196] Elapsed time 5.046 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.525510
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[197] Elapsed time 4.958 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.831757
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 16.81it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[198] Elapsed time 5.953 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.326335
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[199] Elapsed time 4.968 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.797641
INFO:root:Loading parameters from best epoch (151)
INFO:root:Final loss: 5.46249095916748 (occurred at epoch 151)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:26<00:00, 35.64it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
      MASE     sMAPE      MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  1.05413  0.137599  16.44042            0.123027            0.082852    48   

   epochs  num_batches  
0     200          100  
Seed: 49
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431163
100%|██████████| 100/100 [00:05<00:00, 18.92it/s, avg_epoch_loss=7.45]
INFO:root:Epoch[0] Elapsed time 5.287 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.453928
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.55]
INFO:root:Epoch[1] Elapsed time 5.114 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.545085
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.67it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[2] Elapsed time 5.360 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.909194
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[3] Elapsed time 5.056 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.883382
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=7.44]
INFO:root:Epoch[4] Elapsed time 5.356 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.440273
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[5] Elapsed time 4.928 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.212860
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[6] Elapsed time 4.937 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.857203
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[7] Elapsed time 4.933 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.496050
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.67it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[8] Elapsed time 5.086 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.364830
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=7.69]
INFO:root:Epoch[9] Elapsed time 5.111 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.687279
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[10] Elapsed time 4.946 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.470888
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[11] Elapsed time 5.067 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.540147
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[12] Elapsed time 5.150 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.139589
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[13] Elapsed time 5.040 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.758596
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[14] Elapsed time 4.952 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.590731
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[15] Elapsed time 4.917 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.167591
INFO:root:Loading parameters from best epoch (5)
INFO:root:Epoch[16] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 17.43it/s, avg_epoch_loss=7.25]
INFO:root:Epoch[16] Elapsed time 5.742 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.248767
INFO:root:Epoch[17] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[17] Elapsed time 4.965 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.864241
INFO:root:Epoch[18] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[18] Elapsed time 4.988 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.257348
INFO:root:Epoch[19] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=6.96]
INFO:root:Epoch[19] Elapsed time 5.239 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.963148
INFO:root:Epoch[20] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[20] Elapsed time 4.949 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.231557
INFO:root:Epoch[21] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[21] Elapsed time 4.964 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.568048
INFO:root:Epoch[22] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[22] Elapsed time 4.984 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.199611
INFO:root:Epoch[23] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[23] Elapsed time 4.981 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.765933
INFO:root:Epoch[24] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=7.55]
INFO:root:Epoch[24] Elapsed time 5.169 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.554245
INFO:root:Epoch[25] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[25] Elapsed time 4.985 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.174238
INFO:root:Epoch[26] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[26] Elapsed time 5.057 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.789987
INFO:root:Epoch[27] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=7.18]
INFO:root:Epoch[27] Elapsed time 5.194 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.181655
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[28] Elapsed time 4.980 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.724261
INFO:root:Epoch[29] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[29] Elapsed time 4.945 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.851478
INFO:root:Epoch[30] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=7.39]
INFO:root:Epoch[30] Elapsed time 4.952 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.388493
INFO:root:Epoch[31] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[31] Elapsed time 5.256 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.761679
INFO:root:Epoch[32] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[32] Elapsed time 5.020 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.097354
INFO:root:Epoch[33] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=7.23]
INFO:root:Epoch[33] Elapsed time 5.074 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.231060
INFO:root:Epoch[34] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[34] Elapsed time 5.216 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.728054
INFO:root:Epoch[35] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[35] Elapsed time 4.956 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.395817
INFO:root:Epoch[36] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[36] Elapsed time 4.933 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.566510
INFO:root:Epoch[37] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[37] Elapsed time 5.020 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.068193
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[38] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=7.34]
INFO:root:Epoch[38] Elapsed time 5.076 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.337202
INFO:root:Epoch[39] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=7.58]
INFO:root:Epoch[39] Elapsed time 5.218 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.584389
INFO:root:Epoch[40] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[40] Elapsed time 5.090 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.419687
INFO:root:Epoch[41] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[41] Elapsed time 5.131 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.153153
INFO:root:Epoch[42] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.86it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[42] Elapsed time 5.304 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.114785
INFO:root:Epoch[43] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[43] Elapsed time 4.944 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.489121
INFO:root:Epoch[44] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=7.37]
INFO:root:Epoch[44] Elapsed time 5.020 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.371295
INFO:root:Epoch[45] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[45] Elapsed time 5.118 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=7.140916
INFO:root:Epoch[46] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.23it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[46] Elapsed time 5.205 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.450009
INFO:root:Epoch[47] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[47] Elapsed time 5.100 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.654616
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[48] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=7.71]
INFO:root:Epoch[48] Elapsed time 5.286 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.713091
INFO:root:Epoch[49] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[49] Elapsed time 4.924 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.196987
INFO:root:Epoch[50] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[50] Elapsed time 4.942 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.656546
INFO:root:Epoch[51] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[51] Elapsed time 5.154 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.460261
INFO:root:Epoch[52] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.64it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[52] Elapsed time 5.367 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.172991
INFO:root:Epoch[53] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=7.98]
INFO:root:Epoch[53] Elapsed time 5.070 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.976993
INFO:root:Epoch[54] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[54] Elapsed time 5.051 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.909688
INFO:root:Epoch[55] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[55] Elapsed time 5.012 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.547014
INFO:root:Epoch[56] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=7.24]
INFO:root:Epoch[56] Elapsed time 5.046 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.241598
INFO:root:Epoch[57] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[57] Elapsed time 5.134 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.106878
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[58] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[58] Elapsed time 4.937 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.412110
INFO:root:Epoch[59] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=7.68]
INFO:root:Epoch[59] Elapsed time 4.969 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.680813
INFO:root:Epoch[60] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.62it/s, avg_epoch_loss=7.31]
INFO:root:Epoch[60] Elapsed time 5.098 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.313725
INFO:root:Epoch[61] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[61] Elapsed time 5.002 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.226401
INFO:root:Epoch[62] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[62] Elapsed time 5.033 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.835367
INFO:root:Epoch[63] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=7.4]
INFO:root:Epoch[63] Elapsed time 5.272 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.399447
INFO:root:Epoch[64] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[64] Elapsed time 4.905 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.124298
INFO:root:Epoch[65] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[65] Elapsed time 4.946 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.775921
INFO:root:Epoch[66] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[66] Elapsed time 4.947 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.450980
INFO:root:Epoch[67] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[67] Elapsed time 4.990 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.180766
INFO:root:Epoch[68] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=8.14]
INFO:root:Epoch[68] Elapsed time 5.127 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=8.144100
INFO:root:Epoch[69] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[69] Elapsed time 5.027 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.714543
INFO:root:Epoch[70] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[70] Elapsed time 5.021 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.547401
INFO:root:Epoch[71] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[71] Elapsed time 5.073 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.172849
INFO:root:Epoch[72] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[72] Elapsed time 5.153 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=7.022856
INFO:root:Epoch[73] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[73] Elapsed time 4.961 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.508052
INFO:root:Epoch[74] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=7.35]
INFO:root:Epoch[74] Elapsed time 4.955 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.348042
INFO:root:Epoch[75] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[75] Elapsed time 5.219 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.173498
INFO:root:Epoch[76] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[76] Elapsed time 4.995 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.093971
INFO:root:Epoch[77] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.96]
INFO:root:Epoch[77] Elapsed time 5.035 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.963698
INFO:root:Epoch[78] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.81it/s, avg_epoch_loss=7.27]
INFO:root:Epoch[78] Elapsed time 5.321 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.266377
INFO:root:Epoch[79] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[79] Elapsed time 4.941 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.099114
INFO:root:Epoch[80] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[80] Elapsed time 4.942 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.641821
INFO:root:Epoch[81] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[81] Elapsed time 4.929 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.345262
INFO:root:Epoch[82] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[82] Elapsed time 4.967 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.107007
INFO:root:Epoch[83] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=8.09]
INFO:root:Epoch[83] Elapsed time 5.082 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=8.092614
INFO:root:Epoch[84] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[84] Elapsed time 4.972 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.651824
INFO:root:Epoch[85] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.93it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[85] Elapsed time 5.021 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.388974
INFO:root:Epoch[86] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[86] Elapsed time 5.068 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.173079
INFO:root:Epoch[87] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.36it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[87] Elapsed time 5.764 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=7.013246
INFO:root:Epoch[88] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[88] Elapsed time 4.972 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.417669
INFO:root:Epoch[89] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=7.35]
INFO:root:Epoch[89] Elapsed time 4.938 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.349348
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[90] Elapsed time 5.152 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=7.113916
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[91] Elapsed time 5.011 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.931339
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[92] Elapsed time 5.216 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.871374
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[93] Elapsed time 5.281 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.195812
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[94] Elapsed time 4.970 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.981168
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[95] Elapsed time 4.969 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.604260
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[96] Elapsed time 5.004 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.288364
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[97] Elapsed time 5.031 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.170380
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=8.04]
INFO:root:Epoch[98] Elapsed time 5.191 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=8.037023
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[99] Elapsed time 5.015 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.435599
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[100] Elapsed time 5.073 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.421685
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=7.13]
INFO:root:Epoch[101] Elapsed time 5.084 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=7.127504
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[102] Elapsed time 5.141 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.902866
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[103] Elapsed time 4.938 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.386860
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=7.33]
INFO:root:Epoch[104] Elapsed time 5.039 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.333841
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[105] Elapsed time 5.169 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=7.025783
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[106] Elapsed time 4.990 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.769037
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[107] Elapsed time 4.950 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.926473
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[108] Elapsed time 5.180 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=7.054898
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[109] Elapsed time 4.893 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.969648
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[110] Elapsed time 4.919 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.559136
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[111] Elapsed time 4.921 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.149537
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.18it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[112] Elapsed time 4.960 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.267517
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=7.83]
INFO:root:Epoch[113] Elapsed time 5.098 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.829465
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[114] Elapsed time 4.964 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.386822
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[115] Elapsed time 5.012 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.528823
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[116] Elapsed time 5.103 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=7.092535
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[117] Elapsed time 5.090 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.616257
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[118] Elapsed time 4.962 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.407186
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[119] Elapsed time 4.951 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.196227
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[120] Elapsed time 5.157 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.920209
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[121] Elapsed time 4.952 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.554863
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[122] Elapsed time 5.129 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=7.072365
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.22it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[123] Elapsed time 5.810 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.812411
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[124] Elapsed time 4.951 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.970980
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[125] Elapsed time 4.934 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.504753
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[126] Elapsed time 4.969 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.169506
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[127] Elapsed time 4.967 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.288957
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=7.69]
INFO:root:Epoch[128] Elapsed time 5.158 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.685267
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[129] Elapsed time 5.044 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.208724
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[130] Elapsed time 5.140 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.534771
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[131] Elapsed time 5.110 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=7.046718
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[132] Elapsed time 5.182 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.579407
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[133] Elapsed time 4.962 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.294021
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[134] Elapsed time 5.011 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=7.080941
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[135] Elapsed time 5.273 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.810139
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[136] Elapsed time 5.033 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.448146
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[137] Elapsed time 4.984 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.928569
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[138] Elapsed time 5.242 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.827891
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[139] Elapsed time 5.043 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.890093
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[140] Elapsed time 4.937 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.444855
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[141] Elapsed time 5.008 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.085200
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[142] Elapsed time 4.992 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.163914
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=7.53]
INFO:root:Epoch[143] Elapsed time 5.151 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.531910
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[144] Elapsed time 4.949 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.109797
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[145] Elapsed time 4.997 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.473686
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[146] Elapsed time 5.180 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.931647
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[147] Elapsed time 5.086 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.403142
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[148] Elapsed time 4.919 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.183822
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.39it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[149] Elapsed time 4.907 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=7.088205
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[150] Elapsed time 5.162 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.697624
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=5.33]
INFO:root:Epoch[151] Elapsed time 5.060 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.333039
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[152] Elapsed time 5.057 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.919995
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[153] Elapsed time 5.270 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.737260
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[154] Elapsed time 4.950 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.817516
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[155] Elapsed time 4.983 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.349889
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[156] Elapsed time 4.975 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.055340
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[157] Elapsed time 4.966 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.092361
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.12it/s, avg_epoch_loss=7.44]
INFO:root:Epoch[158] Elapsed time 5.842 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.438598
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[159] Elapsed time 5.121 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.023862
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[160] Elapsed time 5.103 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.376106
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.96]
INFO:root:Epoch[161] Elapsed time 5.165 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.963628
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[162] Elapsed time 5.083 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.391496
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.08it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[163] Elapsed time 4.984 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.141350
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=7]
INFO:root:Epoch[164] Elapsed time 5.067 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=7.003197
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[165] Elapsed time 5.265 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.714738
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=5.29]
INFO:root:Epoch[166] Elapsed time 4.987 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.291126
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[167] Elapsed time 5.075 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.918792
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.87it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[168] Elapsed time 5.304 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.700690
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[169] Elapsed time 4.955 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.847510
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[170] Elapsed time 4.912 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.299058
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[171] Elapsed time 4.917 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.979126
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[172] Elapsed time 4.949 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.133118
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.35it/s, avg_epoch_loss=7.34]
INFO:root:Epoch[173] Elapsed time 5.172 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.341941
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[174] Elapsed time 4.981 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.841802
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[175] Elapsed time 5.059 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.435632
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[176] Elapsed time 5.207 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.845748
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[177] Elapsed time 5.030 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.279092
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[178] Elapsed time 4.949 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.118812
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=7]
INFO:root:Epoch[179] Elapsed time 4.921 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=7.002349
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.41it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[180] Elapsed time 5.156 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.606549
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.32]
INFO:root:Epoch[181] Elapsed time 4.953 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.322917
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[182] Elapsed time 4.964 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.870751
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[183] Elapsed time 5.220 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.627810
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.37it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[184] Elapsed time 4.914 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.840784
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[185] Elapsed time 4.928 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.320973
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[186] Elapsed time 5.206 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.947846
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[187] Elapsed time 4.994 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.051875
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=7.41]
INFO:root:Epoch[188] Elapsed time 5.206 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.412651
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[189] Elapsed time 4.950 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.937032
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[190] Elapsed time 5.003 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.325061
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[191] Elapsed time 5.100 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.857341
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[192] Elapsed time 5.033 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.298716
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.34it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[193] Elapsed time 5.173 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.060324
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.63it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[194] Elapsed time 5.369 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.872807
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[195] Elapsed time 5.163 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.675325
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.27]
INFO:root:Epoch[196] Elapsed time 4.949 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.267201
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[197] Elapsed time 5.027 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.811385
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.98it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[198] Elapsed time 5.269 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.654476
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[199] Elapsed time 4.949 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.732468
INFO:root:Loading parameters from best epoch (196)
INFO:root:Final loss: 5.267201490402222 (occurred at epoch 196)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:28<00:00, 35.58it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.008131  0.135477  16.021598            0.121449            0.081853   

   seed  epochs  num_batches  
0    49     200          100  
Seed: 50
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431163
100%|██████████| 100/100 [00:05<00:00, 19.08it/s, avg_epoch_loss=7.36]
INFO:root:Epoch[0] Elapsed time 5.248 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.357986
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=7.64]
INFO:root:Epoch[1] Elapsed time 5.102 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.643756
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[2] Elapsed time 5.264 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.006208
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[3] Elapsed time 5.054 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.886538
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.24it/s, avg_epoch_loss=7.5]
INFO:root:Epoch[4] Elapsed time 5.485 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.497133
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[5] Elapsed time 4.969 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.216842
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[6] Elapsed time 4.933 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.841828
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[7] Elapsed time 4.930 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.484562
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[8] Elapsed time 4.983 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.377799
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.72]
INFO:root:Epoch[9] Elapsed time 5.115 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.722152
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[10] Elapsed time 4.996 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.539680
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 17.57it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[11] Elapsed time 5.695 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.666924
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[12] Elapsed time 5.105 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.142494
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[13] Elapsed time 5.060 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.764574
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[14] Elapsed time 4.907 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.435186
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[15] Elapsed time 4.906 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.101419
INFO:root:Loading parameters from best epoch (5)
INFO:root:Epoch[16] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=7.41]
INFO:root:Epoch[16] Elapsed time 5.169 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.408190
INFO:root:Epoch[17] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[17] Elapsed time 5.007 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=5.856252
INFO:root:Epoch[18] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[18] Elapsed time 5.080 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.260736
INFO:root:Epoch[19] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[19] Elapsed time 5.323 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.948365
INFO:root:Epoch[20] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[20] Elapsed time 4.944 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.182778
INFO:root:Epoch[21] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[21] Elapsed time 4.988 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.629038
INFO:root:Epoch[22] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[22] Elapsed time 4.968 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.363115
INFO:root:Epoch[23] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[23] Elapsed time 5.040 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.692183
INFO:root:Epoch[24] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=7.54]
INFO:root:Epoch[24] Elapsed time 5.191 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.536642
INFO:root:Epoch[25] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[25] Elapsed time 5.008 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.310473
INFO:root:Epoch[26] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[26] Elapsed time 5.081 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.886466
INFO:root:Epoch[27] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.10it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[27] Elapsed time 5.238 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.257149
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[28] Elapsed time 4.940 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.451077
INFO:root:Epoch[29] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[29] Elapsed time 4.966 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=7.023822
INFO:root:Epoch[30] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=7.28]
INFO:root:Epoch[30] Elapsed time 4.931 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.279523
INFO:root:Epoch[31] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[31] Elapsed time 5.165 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.719001
INFO:root:Epoch[32] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[32] Elapsed time 5.017 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.129049
INFO:root:Epoch[33] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[33] Elapsed time 5.119 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.145997
INFO:root:Epoch[34] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[34] Elapsed time 5.210 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.649132
INFO:root:Epoch[35] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[35] Elapsed time 4.953 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.433414
INFO:root:Epoch[36] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.24it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[36] Elapsed time 4.945 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.635462
INFO:root:Epoch[37] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[37] Elapsed time 4.973 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.112289
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[38] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.92it/s, avg_epoch_loss=7.24]
INFO:root:Epoch[38] Elapsed time 5.023 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=7.238762
INFO:root:Epoch[39] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=7.57]
INFO:root:Epoch[39] Elapsed time 5.182 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.570185
INFO:root:Epoch[40] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[40] Elapsed time 5.028 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.485962
INFO:root:Epoch[41] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=7.21]
INFO:root:Epoch[41] Elapsed time 5.159 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=7.210211
INFO:root:Epoch[42] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=7.21]
INFO:root:Epoch[42] Elapsed time 5.255 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=7.207128
INFO:root:Epoch[43] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[43] Elapsed time 5.036 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.476535
INFO:root:Epoch[44] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[44] Elapsed time 5.032 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=7.189453
INFO:root:Epoch[45] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[45] Elapsed time 5.095 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=7.112727
INFO:root:Epoch[46] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.25it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[46] Elapsed time 5.482 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.564350
INFO:root:Epoch[47] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.56it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[47] Elapsed time 5.390 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.447725
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[48] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.27it/s, avg_epoch_loss=7.65]
INFO:root:Epoch[48] Elapsed time 5.193 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.649324
INFO:root:Epoch[49] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[49] Elapsed time 5.027 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.396066
INFO:root:Epoch[50] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[50] Elapsed time 5.057 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.607099
INFO:root:Epoch[51] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[51] Elapsed time 5.069 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.649721
INFO:root:Epoch[52] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[52] Elapsed time 4.975 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.205656
INFO:root:Epoch[53] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=7.67]
INFO:root:Epoch[53] Elapsed time 5.125 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.670087
INFO:root:Epoch[54] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.22it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[54] Elapsed time 5.208 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=7.223262
INFO:root:Epoch[55] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[55] Elapsed time 5.009 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.559200
INFO:root:Epoch[56] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[56] Elapsed time 5.057 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=7.185444
INFO:root:Epoch[57] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.38it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[57] Elapsed time 5.164 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=7.107611
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[58] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[58] Elapsed time 4.925 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.429427
INFO:root:Epoch[59] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=7.58]
INFO:root:Epoch[59] Elapsed time 4.973 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=7.575991
INFO:root:Epoch[60] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[60] Elapsed time 5.059 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=7.161766
INFO:root:Epoch[61] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[61] Elapsed time 5.246 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.413527
INFO:root:Epoch[62] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[62] Elapsed time 5.142 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.765101
INFO:root:Epoch[63] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.73it/s, avg_epoch_loss=7.37]
INFO:root:Epoch[63] Elapsed time 5.343 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.368746
INFO:root:Epoch[64] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[64] Elapsed time 4.928 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.255735
INFO:root:Epoch[65] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[65] Elapsed time 4.952 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.666477
INFO:root:Epoch[66] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[66] Elapsed time 4.941 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.452235
INFO:root:Epoch[67] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[67] Elapsed time 4.973 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.198041
INFO:root:Epoch[68] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=7.92]
INFO:root:Epoch[68] Elapsed time 5.017 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.922234
INFO:root:Epoch[69] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.78it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[69] Elapsed time 5.058 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=7.071978
INFO:root:Epoch[70] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[70] Elapsed time 5.045 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.550172
INFO:root:Epoch[71] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[71] Elapsed time 5.048 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=7.174067
INFO:root:Epoch[72] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[72] Elapsed time 5.181 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=7.150195
INFO:root:Epoch[73] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.34it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[73] Elapsed time 4.920 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.394169
INFO:root:Epoch[74] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=7.36]
INFO:root:Epoch[74] Elapsed time 4.954 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.356016
INFO:root:Epoch[75] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[75] Elapsed time 5.012 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=7.068954
INFO:root:Epoch[76] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[76] Elapsed time 5.144 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.376593
INFO:root:Epoch[77] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[77] Elapsed time 5.068 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.634378
INFO:root:Epoch[78] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.00it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[78] Elapsed time 5.266 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=7.223198
INFO:root:Epoch[79] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[79] Elapsed time 4.974 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.103049
INFO:root:Epoch[80] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[80] Elapsed time 4.972 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.745469
INFO:root:Epoch[81] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[81] Elapsed time 4.935 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.392595
INFO:root:Epoch[82] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.63it/s, avg_epoch_loss=6.06]
INFO:root:Epoch[82] Elapsed time 5.676 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.064883
INFO:root:Epoch[83] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=7.95]
INFO:root:Epoch[83] Elapsed time 5.063 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.952338
INFO:root:Epoch[84] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[84] Elapsed time 5.041 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.868274
INFO:root:Epoch[85] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[85] Elapsed time 5.019 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.485401
INFO:root:Epoch[86] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.79it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[86] Elapsed time 5.057 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=7.098198
INFO:root:Epoch[87] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.46it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[87] Elapsed time 5.142 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=7.042809
INFO:root:Epoch[88] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[88] Elapsed time 4.927 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.315307
INFO:root:Epoch[89] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.33it/s, avg_epoch_loss=7.27]
INFO:root:Epoch[89] Elapsed time 4.922 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.273254
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[90] Elapsed time 5.168 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=7.051096
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[91] Elapsed time 4.906 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.950202
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.02it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[92] Elapsed time 4.997 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.824072
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[93] Elapsed time 5.260 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.161685
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[94] Elapsed time 4.938 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.938776
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[95] Elapsed time 4.963 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.644574
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[96] Elapsed time 4.949 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.307473
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[97] Elapsed time 5.008 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.075469
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=7.86]
INFO:root:Epoch[98] Elapsed time 5.117 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.862910
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[99] Elapsed time 5.136 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.582751
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[100] Elapsed time 5.039 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.383431
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[101] Elapsed time 5.082 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=7.111312
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.37it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[102] Elapsed time 5.168 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.843286
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[103] Elapsed time 4.957 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.310847
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[104] Elapsed time 4.957 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.157550
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.31it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[105] Elapsed time 5.182 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.979039
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[106] Elapsed time 4.993 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.772273
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 20.00it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[107] Elapsed time 5.003 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.821229
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[108] Elapsed time 5.223 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=7.115173
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.46it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[109] Elapsed time 4.891 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.849065
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[110] Elapsed time 4.938 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.561493
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[111] Elapsed time 4.913 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.249484
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[112] Elapsed time 4.936 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.082386
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.48it/s, avg_epoch_loss=7.8]
INFO:root:Epoch[113] Elapsed time 5.137 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.799896
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[114] Elapsed time 4.991 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.458900
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.63it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[115] Elapsed time 5.097 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.271648
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[116] Elapsed time 5.018 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=7.046324
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.77it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[117] Elapsed time 5.330 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.814625
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.88it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[118] Elapsed time 5.299 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.160205
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[119] Elapsed time 4.915 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.055905
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[120] Elapsed time 5.135 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.989388
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[121] Elapsed time 4.995 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.699888
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[122] Elapsed time 5.040 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.831238
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[123] Elapsed time 5.258 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=7.036158
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[124] Elapsed time 4.948 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.782449
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[125] Elapsed time 4.954 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.479793
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.11it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[126] Elapsed time 4.977 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.218775
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[127] Elapsed time 4.997 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.007403
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=7.64]
INFO:root:Epoch[128] Elapsed time 5.151 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=7.637532
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[129] Elapsed time 5.019 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.353798
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.57it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[130] Elapsed time 5.114 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.204997
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[131] Elapsed time 5.092 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.910409
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[132] Elapsed time 5.254 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.697418
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[133] Elapsed time 4.992 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.170949
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[134] Elapsed time 4.961 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.983431
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.93it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[135] Elapsed time 5.284 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.907336
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.00it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[136] Elapsed time 5.002 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.530867
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[137] Elapsed time 5.053 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.857955
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[138] Elapsed time 5.338 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.878694
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[139] Elapsed time 4.990 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.877480
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.86it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[140] Elapsed time 5.039 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.406743
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[141] Elapsed time 4.952 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.099348
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[142] Elapsed time 5.075 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.093886
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.14it/s, avg_epoch_loss=7.56]
INFO:root:Epoch[143] Elapsed time 5.228 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.563669
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[144] Elapsed time 5.005 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.146308
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[145] Elapsed time 5.030 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.272228
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.28it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[146] Elapsed time 5.191 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.939368
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[147] Elapsed time 5.048 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.530809
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[148] Elapsed time 4.908 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.142986
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[149] Elapsed time 4.967 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.946322
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[150] Elapsed time 5.151 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.954606
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.19it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[151] Elapsed time 4.955 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.515708
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[152] Elapsed time 5.030 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.864448
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 16.68it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[153] Elapsed time 6.000 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.890992
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[154] Elapsed time 4.948 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.741591
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[155] Elapsed time 5.041 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.401702
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[156] Elapsed time 5.036 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.042218
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[157] Elapsed time 4.993 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.977701
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.51it/s, avg_epoch_loss=7.53]
INFO:root:Epoch[158] Elapsed time 5.130 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.534209
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[159] Elapsed time 5.048 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.074568
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[160] Elapsed time 5.151 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.185699
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[161] Elapsed time 5.082 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.870189
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.45it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[162] Elapsed time 5.144 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.580432
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[163] Elapsed time 5.066 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.078993
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[164] Elapsed time 4.972 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.944631
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.21it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[165] Elapsed time 5.209 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.897085
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=5.43]
INFO:root:Epoch[166] Elapsed time 5.050 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.431179
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[167] Elapsed time 5.073 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.831400
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.80it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[168] Elapsed time 5.321 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.690580
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[169] Elapsed time 4.949 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.825769
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.36it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[170] Elapsed time 4.915 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.353035
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[171] Elapsed time 4.948 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.008528
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[172] Elapsed time 4.929 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.179231
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=7.35]
INFO:root:Epoch[173] Elapsed time 5.214 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.352540
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[174] Elapsed time 4.973 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.953255
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[175] Elapsed time 5.017 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.455364
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[176] Elapsed time 5.217 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.857240
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[177] Elapsed time 5.105 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.306930
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[178] Elapsed time 4.972 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.218833
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[179] Elapsed time 4.919 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.983265
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[180] Elapsed time 5.211 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.599340
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.4]
INFO:root:Epoch[181] Elapsed time 5.053 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.403672
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[182] Elapsed time 5.040 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.874823
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[183] Elapsed time 5.280 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.614825
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.83it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[184] Elapsed time 5.046 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.858669
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[185] Elapsed time 4.965 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.272289
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.81it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[186] Elapsed time 5.051 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.962380
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[187] Elapsed time 5.068 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.260957
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 16.92it/s, avg_epoch_loss=7.3]
INFO:root:Epoch[188] Elapsed time 5.912 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.296356
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[189] Elapsed time 5.007 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=5.823406
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[190] Elapsed time 5.064 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.478078
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[191] Elapsed time 5.211 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.833020
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[192] Elapsed time 5.027 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.196686
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[193] Elapsed time 4.964 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.264026
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=7]
INFO:root:Epoch[194] Elapsed time 4.959 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=7.001240
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[195] Elapsed time 5.178 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.449619
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=5.47]
INFO:root:Epoch[196] Elapsed time 5.006 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.467521
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[197] Elapsed time 5.033 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.978380
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.16it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[198] Elapsed time 5.222 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.394644
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[199] Elapsed time 4.930 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.869095
INFO:root:Loading parameters from best epoch (181)
INFO:root:Final loss: 5.403672189712524 (occurred at epoch 181)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:25<00:00, 35.67it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_monthly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
      MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  1.02339  0.136453  17.571283              0.1213            0.081454    50   

   epochs  num_batches  
0     200          100  
Seed: 51
INFO:root:Number of parameters in DeepARTrainingNetwork: 2431163
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=7.29]
INFO:root:Epoch[0] Elapsed time 5.282 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.294681
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.18it/s, avg_epoch_loss=7.58]
INFO:root:Epoch[1] Elapsed time 5.215 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.577126
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.95it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[2] Elapsed time 5.281 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.035184
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.75it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[3] Elapsed time 5.065 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=6.834697
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.52it/s, avg_epoch_loss=7.43]
INFO:root:Epoch[4] Elapsed time 5.400 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.425021
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[5] Elapsed time 4.942 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.354219
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 18.68it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[6] Elapsed time 5.354 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=6.806016
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[7] Elapsed time 5.167 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.533124
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[8] Elapsed time 4.972 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.293613
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.47it/s, avg_epoch_loss=7.71]
INFO:root:Epoch[9] Elapsed time 5.138 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=7.708183
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[10] Elapsed time 5.035 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.687042
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.72it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[11] Elapsed time 5.076 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.489730
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[12] Elapsed time 5.134 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.101504
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[13] Elapsed time 5.125 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.852632
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[14] Elapsed time 4.970 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.510088
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[15] Elapsed time 4.983 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=7.140059
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[16] Elapsed time 5.242 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=7.056450
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[17] Elapsed time 5.000 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.195219
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[18] Elapsed time 5.024 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.975545
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[19] Elapsed time 5.214 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.804183
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[20] Elapsed time 4.901 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.394826
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[21] Elapsed time 4.954 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.425488
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[22] Elapsed time 4.987 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.251751
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[23] Elapsed time 4.970 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.583672
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.13it/s, avg_epoch_loss=7.32]
INFO:root:Epoch[24] Elapsed time 5.231 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=7.323556
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:04<00:00, 20.21it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[25] Elapsed time 4.951 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.250501
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[26] Elapsed time 5.105 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.708246
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[27] Elapsed time 5.176 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=7.087235
INFO:root:Loading parameters from best epoch (17)
INFO:root:Epoch[28] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.60it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[28] Elapsed time 4.859 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.258274
INFO:root:Epoch[29] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[29] Elapsed time 4.907 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.708805
INFO:root:Epoch[30] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[30] Elapsed time 4.955 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=7.081842
INFO:root:Epoch[31] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[31] Elapsed time 5.256 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.372632
INFO:root:Epoch[32] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[32] Elapsed time 5.054 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.730982
INFO:root:Epoch[33] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.25it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[33] Elapsed time 5.199 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=7.014942
INFO:root:Epoch[34] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[34] Elapsed time 5.150 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.232405
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[35] Elapsed time 4.896 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.266586
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[36] Elapsed time 4.993 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.376400
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.95it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[37] Elapsed time 5.015 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.841122
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.94it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[38] Elapsed time 5.016 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.975044
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.39it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[39] Elapsed time 5.158 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=7.092457
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.69it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[40] Elapsed time 5.081 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.135372
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.71it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[41] Elapsed time 5.076 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.827987
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 16.94it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[42] Elapsed time 5.907 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.909012
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[43] Elapsed time 4.956 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=5.923464
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:04<00:00, 20.06it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[44] Elapsed time 4.989 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.851147
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.85it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[45] Elapsed time 5.042 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.804167
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.20it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[46] Elapsed time 5.211 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.113297
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:05<00:00, 19.91it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[47] Elapsed time 5.025 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.088018
INFO:root:Loading parameters from best epoch (37)
INFO:root:Epoch[48] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 18.89it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[48] Elapsed time 5.295 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=7.194392
INFO:root:Epoch[49] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[49] Elapsed time 5.116 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.089708
INFO:root:Epoch[50] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[50] Elapsed time 5.067 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.220710
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[51] Elapsed time 4.938 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.195825
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[52] Elapsed time 5.055 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.725548
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=7.37]
INFO:root:Epoch[53] Elapsed time 5.004 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=7.366798
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[54] Elapsed time 5.044 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.848408
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[55] Elapsed time 5.014 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.108159
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[56] Elapsed time 5.034 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.879591
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[57] Elapsed time 5.147 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.902851
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.51it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[58] Elapsed time 4.880 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=5.853844
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[59] Elapsed time 4.909 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.992074
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[60] Elapsed time 5.002 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.830231
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:05<00:00, 19.68it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[61] Elapsed time 5.087 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=5.922812
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[62] Elapsed time 4.995 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.322037
INFO:root:Loading parameters from best epoch (52)
INFO:root:Epoch[63] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 18.84it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[63] Elapsed time 5.312 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=7.114743
INFO:root:Epoch[64] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[64] Elapsed time 4.942 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=5.762645
INFO:root:Epoch[65] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[65] Elapsed time 5.006 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.402459
INFO:root:Epoch[66] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6]
INFO:root:Epoch[66] Elapsed time 5.030 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.003930
INFO:root:Epoch[67] Learning rate is 0.000125
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[67] Elapsed time 4.955 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=5.766936
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.58it/s, avg_epoch_loss=7.86]
INFO:root:Epoch[68] Elapsed time 5.111 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=7.863582
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[69] Elapsed time 5.062 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.678086
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[70] Elapsed time 5.036 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.174863
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[71] Elapsed time 5.063 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.911321
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[72] Elapsed time 5.124 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.839384
INFO:root:Loading parameters from best epoch (52)
INFO:root:Epoch[73] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[73] Elapsed time 4.923 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.851291
INFO:root:Epoch[74] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.20it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[74] Elapsed time 4.955 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=7.188838
INFO:root:Epoch[75] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.50it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[75] Elapsed time 5.133 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.844408
INFO:root:Epoch[76] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[76] Elapsed time 4.948 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=5.767840
INFO:root:Epoch[77] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 17.90it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[77] Elapsed time 5.593 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.444503
INFO:root:Epoch[78] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 18.75it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[78] Elapsed time 5.336 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.993819
INFO:root:Epoch[79] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[79] Elapsed time 4.898 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=5.659222
INFO:root:Epoch[80] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[80] Elapsed time 4.933 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.430518
INFO:root:Epoch[81] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[81] Elapsed time 4.904 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.986411
INFO:root:Epoch[82] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.96it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[82] Elapsed time 5.015 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=5.698366
INFO:root:Epoch[83] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.77it/s, avg_epoch_loss=7.82]
INFO:root:Epoch[83] Elapsed time 5.062 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=7.821675
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[84] Elapsed time 5.052 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.680779
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.84it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[85] Elapsed time 5.044 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.227658
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.82it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[86] Elapsed time 5.049 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.915295
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:05<00:00, 19.32it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[87] Elapsed time 5.179 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.789139
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[88] Elapsed time 4.968 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.922779
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[89] Elapsed time 4.965 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=7.117401
INFO:root:Loading parameters from best epoch (79)
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[90] Elapsed time 5.145 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.869509
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.97it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[91] Elapsed time 5.010 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=5.787690
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[92] Elapsed time 5.029 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.405403
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.94it/s, avg_epoch_loss=7]
INFO:root:Epoch[93] Elapsed time 5.284 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=7.000926
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[94] Elapsed time 4.940 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.618687
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[95] Elapsed time 4.930 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.414419
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.54it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[96] Elapsed time 4.873 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=5.990054
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.12it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[97] Elapsed time 4.973 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=5.749789
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=7.9]
INFO:root:Epoch[98] Elapsed time 5.008 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=7.899194
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.89it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[99] Elapsed time 5.032 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.653732
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[100] Elapsed time 5.035 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.187063
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[101] Elapsed time 5.035 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.919942
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.42it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[102] Elapsed time 5.155 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.810207
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[103] Elapsed time 4.906 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=5.963318
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[104] Elapsed time 4.888 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=7.120366
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.52it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[105] Elapsed time 5.125 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.807207
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[106] Elapsed time 5.006 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=5.693533
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.01it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[107] Elapsed time 5.002 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.497626
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.07it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[108] Elapsed time 5.247 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.864293
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=5.66]
INFO:root:Epoch[109] Elapsed time 4.905 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.659117
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[110] Elapsed time 4.869 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.365423
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.70it/s, avg_epoch_loss=5.96]
INFO:root:Epoch[111] Elapsed time 4.833 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=5.961026
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.29it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[112] Elapsed time 4.933 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=5.871168
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 17.33it/s, avg_epoch_loss=7.99]
INFO:root:Epoch[113] Elapsed time 5.775 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=7.989683
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.10it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[114] Elapsed time 4.980 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.289927
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[115] Elapsed time 4.968 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.157521
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[116] Elapsed time 5.036 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.925671
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.73it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[117] Elapsed time 5.072 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.714314
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.55it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[118] Elapsed time 4.870 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.018675
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.43it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[119] Elapsed time 4.898 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=7.014053
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[120] Elapsed time 5.118 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.788762
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[121] Elapsed time 4.946 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=5.618114
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[122] Elapsed time 5.026 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.479687
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.17it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[123] Elapsed time 5.217 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.906077
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[124] Elapsed time 4.929 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.565824
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.40it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[125] Elapsed time 4.905 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.337142
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.32it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[126] Elapsed time 4.923 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=5.951622
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.27it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[127] Elapsed time 4.936 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=5.755687
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.65it/s, avg_epoch_loss=8.02]
INFO:root:Epoch[128] Elapsed time 5.092 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=8.017108
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.17it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[129] Elapsed time 4.961 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.334222
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.99it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[130] Elapsed time 5.007 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.153730
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.98it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[131] Elapsed time 5.010 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.905514
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.64it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[132] Elapsed time 5.094 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.694234
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.25it/s, avg_epoch_loss=5.98]
INFO:root:Epoch[133] Elapsed time 4.942 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=5.983534
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.49it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[134] Elapsed time 4.885 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=7.016706
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.49it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[135] Elapsed time 5.136 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.704612
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[136] Elapsed time 4.939 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=5.590834
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[137] Elapsed time 4.990 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.533959
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.19it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[138] Elapsed time 5.214 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.821613
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.44it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[139] Elapsed time 4.896 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=5.572304
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.42it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[140] Elapsed time 4.902 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.310021
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[141] Elapsed time 4.909 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=5.925518
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[142] Elapsed time 4.935 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=5.736880
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.56it/s, avg_epoch_loss=7.92]
INFO:root:Epoch[143] Elapsed time 5.114 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=7.923214
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.03it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[144] Elapsed time 4.995 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.282421
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[145] Elapsed time 4.993 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.128905
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.80it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[146] Elapsed time 5.053 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.838059
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[147] Elapsed time 5.106 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.640294
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.47it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[148] Elapsed time 4.889 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=5.990100
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.03it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[149] Elapsed time 5.551 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.980664
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.43it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[150] Elapsed time 5.151 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.734186
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.16it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[151] Elapsed time 4.964 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=5.531435
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[152] Elapsed time 5.033 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.646786
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.04it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[153] Elapsed time 5.257 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.730923
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.30it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[154] Elapsed time 4.929 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=5.626222
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.09it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[155] Elapsed time 4.980 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.329065
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.28it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[156] Elapsed time 4.933 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=5.879682
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.05it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[157] Elapsed time 4.990 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=5.941903
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.44it/s, avg_epoch_loss=7.86]
INFO:root:Epoch[158] Elapsed time 5.150 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=7.859667
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.76it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[159] Elapsed time 5.066 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.124955
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[160] Elapsed time 5.034 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.204912
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[161] Elapsed time 5.119 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.926209
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.53it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[162] Elapsed time 5.124 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.573304
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.22it/s, avg_epoch_loss=6]
INFO:root:Epoch[163] Elapsed time 4.950 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.001321
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[164] Elapsed time 4.928 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.953537
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.36it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[165] Elapsed time 5.170 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.740143
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.07it/s, avg_epoch_loss=5.46]
INFO:root:Epoch[166] Elapsed time 4.986 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.464747
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[167] Elapsed time 4.993 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.497423
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.09it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[168] Elapsed time 5.240 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.852021
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.31it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[169] Elapsed time 4.928 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=5.546849
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.23it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[170] Elapsed time 4.945 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.319061
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.52it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[171] Elapsed time 4.878 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=5.890713
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.26it/s, avg_epoch_loss=5.72]
INFO:root:Epoch[172] Elapsed time 4.939 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=5.719040
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=7.88]
INFO:root:Epoch[173] Elapsed time 5.104 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=7.882849
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.15it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[174] Elapsed time 4.966 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.161495
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[175] Elapsed time 5.029 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.109475
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.88it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[176] Elapsed time 5.034 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.826264
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.61it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[177] Elapsed time 5.104 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.591437
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.41it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[178] Elapsed time 4.904 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=5.866578
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.38it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[179] Elapsed time 4.910 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.900894
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.33it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[180] Elapsed time 5.178 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.719364
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.13it/s, avg_epoch_loss=5.45]
INFO:root:Epoch[181] Elapsed time 4.969 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.449865
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[182] Elapsed time 5.027 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.589796
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.99it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[183] Elapsed time 5.270 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.739916
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.54it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[184] Elapsed time 5.122 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=5.569398
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.53it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[185] Elapsed time 5.400 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.330163
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.14it/s, avg_epoch_loss=5.89]
INFO:root:Epoch[186] Elapsed time 4.969 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=5.891387
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.87it/s, avg_epoch_loss=5.77]
INFO:root:Epoch[187] Elapsed time 5.038 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=5.771740
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.03it/s, avg_epoch_loss=7.84]
INFO:root:Epoch[188] Elapsed time 5.258 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=7.838394
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.66it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[189] Elapsed time 5.090 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.081284
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.60it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[190] Elapsed time 5.104 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.140701
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[191] Elapsed time 5.194 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.817181
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.55it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[192] Elapsed time 5.117 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.484759
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.90it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[193] Elapsed time 5.029 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=5.953458
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.70it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[194] Elapsed time 5.079 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.950046
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.26it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[195] Elapsed time 5.193 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.712213
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.04it/s, avg_epoch_loss=5.37]
INFO:root:Epoch[196] Elapsed time 4.993 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.369104
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 19.74it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[197] Elapsed time 5.068 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.594893
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:05<00:00, 18.82it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[198] Elapsed time 5.317 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.669301
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:04<00:00, 20.35it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[199] Elapsed time 4.918 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=5.617578
INFO:root:Loading parameters from best epoch (196)
INFO:root:Final loss: 5.369104299545288 (occurred at epoch 196)
INFO:root:End model training
Running evaluation: 100%|██████████| 48000/48000 [22:25<00:00, 35.68it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.010884  0.135959  14.123095            0.121055            0.078835   

   seed  epochs  num_batches  
0    51     200          100  
Out[9]:
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed epochs num_batches
0 1.061543 0.135874 17.389074 0.121562 0.079797 42 200 100
0 1.223634 0.141103 23.008307 0.128918 0.100161 43 200 100
0 1.016623 0.135980 13.484483 0.121251 0.079161 44 200 100
0 1.069797 0.135532 15.341745 0.123141 0.081653 45 200 100
0 1.100655 0.138848 21.248001 0.124539 0.087922 46 200 100
0 1.113555 0.137538 16.735529 0.125970 0.087688 47 200 100
0 1.054130 0.137599 16.440420 0.123027 0.082852 48 200 100
0 1.008131 0.135477 16.021598 0.121449 0.081853 49 200 100
0 1.023390 0.136453 17.571283 0.121300 0.081454 50 200 100
0 1.010884 0.135959 14.123095 0.121055 0.078835 51 200 100
In [10]:
!jupyter nbconvert --output-dir="../html_outputs" --to html gluonts-use_multiple_static_feats.ipynb
[NbConvertApp] Converting notebook gluonts-use_multiple_static_feats.ipynb to html
[NbConvertApp] Writing 3577765 bytes to ../html_outputs/gluonts-use_multiple_static_feats.html

m4_quarterly vs. m4_quarterly_domain

In [11]:
results = pd.DataFrame()

for i in range(42, 52):
    print("Seed:", i)
    df = deepar(data="m4_quarterly", seed=i, epochs=100, batches=100)
    pprint(df)
    results = results.append(df)

results
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly.
INFO:root:Start model training
Seed: 42
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=7.94]
INFO:root:Epoch[0] Elapsed time 2.715 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.942105
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=7.42]
INFO:root:Epoch[1] Elapsed time 2.691 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.423096
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[2] Elapsed time 2.717 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.151132
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[3] Elapsed time 2.680 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.224844
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[4] Elapsed time 2.713 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.099120
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:03<00:00, 32.27it/s, avg_epoch_loss=7.32]
INFO:root:Epoch[5] Elapsed time 3.102 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.319268
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.65it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[6] Elapsed time 2.807 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.190751
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.96it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[7] Elapsed time 2.784 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.027769
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.03it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[8] Elapsed time 2.631 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.112471
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[9] Elapsed time 2.704 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.834794
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[10] Elapsed time 2.710 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.942741
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[11] Elapsed time 2.704 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.911343
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[12] Elapsed time 2.711 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.043922
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[13] Elapsed time 2.727 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.025294
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[14] Elapsed time 2.680 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.863774
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[15] Elapsed time 2.707 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.794396
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.75it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[16] Elapsed time 2.654 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.818382
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[17] Elapsed time 2.692 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.686519
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.49it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[18] Elapsed time 2.669 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.796929
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.55it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[19] Elapsed time 2.666 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.796793
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[20] Elapsed time 2.672 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.965801
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.88it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[21] Elapsed time 2.643 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.810368
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[22] Elapsed time 2.697 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.819416
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.29it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[23] Elapsed time 2.615 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.864743
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.83it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[24] Elapsed time 2.645 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.445670
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[25] Elapsed time 2.662 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.726551
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[26] Elapsed time 2.710 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.729917
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.84it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[27] Elapsed time 2.645 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.717501
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[28] Elapsed time 2.694 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.844546
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.85it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[29] Elapsed time 2.645 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.767908
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.73it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[30] Elapsed time 2.727 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.719975
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.13it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[31] Elapsed time 2.626 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.677872
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[32] Elapsed time 2.724 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.522856
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[33] Elapsed time 2.663 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.665668
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[34] Elapsed time 2.679 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.644973
INFO:root:Loading parameters from best epoch (24)
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[35] Elapsed time 2.678 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.946360
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[36] Elapsed time 2.691 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.582107
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[37] Elapsed time 2.735 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.670232
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[38] Elapsed time 2.703 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.798485
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[39] Elapsed time 2.710 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.410177
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[40] Elapsed time 2.667 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.739281
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.49it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[41] Elapsed time 2.670 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.732502
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 38.05it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[42] Elapsed time 2.630 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.592463
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[43] Elapsed time 2.680 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.769933
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.76it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[44] Elapsed time 2.652 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.704324
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[45] Elapsed time 2.703 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.550009
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 38.42it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[46] Elapsed time 2.605 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.545891
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[47] Elapsed time 2.708 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.530862
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[48] Elapsed time 2.688 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.622870
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[49] Elapsed time 2.691 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.610113
INFO:root:Loading parameters from best epoch (39)
INFO:root:Epoch[50] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[50] Elapsed time 2.660 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.855780
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.82it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[51] Elapsed time 2.647 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.530339
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[52] Elapsed time 2.689 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.583855
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.75it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[53] Elapsed time 2.652 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.748544
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[54] Elapsed time 2.690 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.364630
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[55] Elapsed time 2.686 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.743306
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[56] Elapsed time 2.713 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.671712
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.85it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[57] Elapsed time 2.646 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.645689
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[58] Elapsed time 2.709 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.730445
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[59] Elapsed time 2.663 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.659102
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[60] Elapsed time 2.706 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.549885
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[61] Elapsed time 2.734 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.583008
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.98it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[62] Elapsed time 2.782 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.526799
INFO:root:Epoch[63] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.42it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[63] Elapsed time 2.750 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.632965
INFO:root:Epoch[64] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[64] Elapsed time 2.728 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.583614
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[65] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[65] Elapsed time 2.691 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.707552
INFO:root:Epoch[66] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[66] Elapsed time 2.667 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.570186
INFO:root:Epoch[67] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[67] Elapsed time 2.691 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.577850
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[68] Elapsed time 2.661 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.708756
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[69] Elapsed time 2.702 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.316092
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[70] Elapsed time 2.663 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.758787
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.59it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[71] Elapsed time 2.813 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.754663
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:03<00:00, 31.40it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[72] Elapsed time 3.187 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.648512
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[73] Elapsed time 2.686 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.752397
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[74] Elapsed time 2.740 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.628327
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[75] Elapsed time 2.696 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.549365
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[76] Elapsed time 2.733 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.585817
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[77] Elapsed time 2.700 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.517616
INFO:root:Epoch[78] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[78] Elapsed time 2.686 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.609657
INFO:root:Epoch[79] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[79] Elapsed time 2.728 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.625192
INFO:root:Loading parameters from best epoch (69)
INFO:root:Epoch[80] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[80] Elapsed time 2.684 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.776871
INFO:root:Epoch[81] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[81] Elapsed time 2.683 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.495804
INFO:root:Epoch[82] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[82] Elapsed time 2.732 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.598192
INFO:root:Epoch[83] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.98it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[83] Elapsed time 2.635 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.725121
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.10it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[84] Elapsed time 2.772 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.251723
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[85] Elapsed time 2.694 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.754749
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[86] Elapsed time 2.688 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.689662
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 35.78it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[87] Elapsed time 2.798 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.585598
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[88] Elapsed time 2.695 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.662218
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.71it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[89] Elapsed time 2.655 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.609397
INFO:root:Epoch[90] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.12it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[90] Elapsed time 2.772 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.482698
INFO:root:Epoch[91] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.97it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[91] Elapsed time 2.637 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.602102
INFO:root:Epoch[92] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 35.09it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[92] Elapsed time 2.854 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.458818
INFO:root:Epoch[93] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 35.56it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[93] Elapsed time 2.815 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.697983
INFO:root:Epoch[94] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[94] Elapsed time 2.723 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.708282
INFO:root:Loading parameters from best epoch (84)
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[95] Elapsed time 2.661 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.821097
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.51it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[96] Elapsed time 2.669 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.573883
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.63it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[97] Elapsed time 2.809 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.539355
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[98] Elapsed time 2.681 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.743116
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[99] Elapsed time 2.679 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.277699
INFO:root:Loading parameters from best epoch (84)
INFO:root:Final loss: 6.2517227268219 (occurred at epoch 84)
INFO:root:End model training
Running evaluation: 100%|██████████| 24000/24000 [06:37<00:00, 60.44it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.248867  0.105655  13.965085             0.09835            0.058025   

   seed  epochs  num_batches  
0    42     100          100  
Seed: 43
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=7.87]
INFO:root:Epoch[0] Elapsed time 2.683 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.865177
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=7.5]
INFO:root:Epoch[1] Elapsed time 2.673 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.497635
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[2] Elapsed time 2.734 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.186385
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=7.21]
INFO:root:Epoch[3] Elapsed time 2.683 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.214492
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.53it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[4] Elapsed time 2.668 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.060974
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.50it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[5] Elapsed time 2.669 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.259612
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[6] Elapsed time 2.662 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.086296
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[7] Elapsed time 2.713 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.975951
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.95it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[8] Elapsed time 2.637 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.089249
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[9] Elapsed time 2.723 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.679936
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[10] Elapsed time 2.679 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.890603
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[11] Elapsed time 2.713 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.896337
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.32it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[12] Elapsed time 2.611 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.877741
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[13] Elapsed time 2.678 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.976740
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[14] Elapsed time 2.695 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.880461
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[15] Elapsed time 2.703 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.775399
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.28it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[16] Elapsed time 2.614 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.767624
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.85it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[17] Elapsed time 2.794 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.637383
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[18] Elapsed time 2.690 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.779466
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[19] Elapsed time 2.677 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.739645
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.06it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[20] Elapsed time 2.775 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.946154
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.42it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[21] Elapsed time 2.748 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.766857
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[22] Elapsed time 2.710 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.689870
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[23] Elapsed time 2.698 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.784684
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:03<00:00, 29.64it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[24] Elapsed time 3.378 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.469418
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[25] Elapsed time 2.686 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.708700
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.50it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[26] Elapsed time 2.741 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.721295
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.56it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[27] Elapsed time 2.737 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.662942
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[28] Elapsed time 2.685 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.794050
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.72it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[29] Elapsed time 2.726 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.726129
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[30] Elapsed time 2.692 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.584132
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.28it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[31] Elapsed time 2.758 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.561498
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.00it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[32] Elapsed time 2.859 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.536720
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[33] Elapsed time 2.678 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.677860
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.38it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[34] Elapsed time 2.751 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.628814
INFO:root:Loading parameters from best epoch (24)
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[35] Elapsed time 2.689 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.779925
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.55it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[36] Elapsed time 2.816 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.694694
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.51it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[37] Elapsed time 2.742 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.619777
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.95it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[38] Elapsed time 2.638 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.751909
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.79it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[39] Elapsed time 2.800 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.383099
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[40] Elapsed time 2.691 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.692479
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[41] Elapsed time 2.713 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.643991
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[42] Elapsed time 2.684 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.631245
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.08it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[43] Elapsed time 2.854 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.715668
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.84it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[44] Elapsed time 2.794 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.695248
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[45] Elapsed time 2.690 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.581913
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 38.19it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[46] Elapsed time 2.621 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.568210
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.45it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[47] Elapsed time 2.745 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.479578
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[48] Elapsed time 2.676 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.613083
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[49] Elapsed time 2.666 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.579013
INFO:root:Loading parameters from best epoch (39)
INFO:root:Epoch[50] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[50] Elapsed time 2.703 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.819792
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[51] Elapsed time 2.674 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.571928
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[52] Elapsed time 2.738 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.569528
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[53] Elapsed time 2.662 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.719365
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.73it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[54] Elapsed time 2.801 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.306026
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[55] Elapsed time 2.661 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.710509
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[56] Elapsed time 2.678 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.585117
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 38.15it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[57] Elapsed time 2.624 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.655129
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[58] Elapsed time 2.703 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.635352
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.50it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[59] Elapsed time 2.821 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.580938
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[60] Elapsed time 2.685 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.526893
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[61] Elapsed time 2.704 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.431321
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[62] Elapsed time 2.688 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.528278
INFO:root:Epoch[63] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[63] Elapsed time 2.660 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.665890
INFO:root:Epoch[64] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.83it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[64] Elapsed time 2.795 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.569176
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[65] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.66it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[65] Elapsed time 2.807 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.696339
INFO:root:Epoch[66] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[66] Elapsed time 2.689 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.609442
INFO:root:Epoch[67] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[67] Elapsed time 2.740 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.536379
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.97it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[68] Elapsed time 2.637 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.655694
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.87it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[69] Elapsed time 2.790 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.279788
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[70] Elapsed time 2.743 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.718187
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[71] Elapsed time 2.697 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.621019
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[72] Elapsed time 2.660 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.616780
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.47it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[73] Elapsed time 2.822 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.705092
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[74] Elapsed time 2.698 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.596397
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[75] Elapsed time 2.728 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.538474
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.95it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[76] Elapsed time 2.639 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.436810
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.41it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[77] Elapsed time 2.750 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.501742
INFO:root:Epoch[78] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.36it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[78] Elapsed time 2.832 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.682345
INFO:root:Epoch[79] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[79] Elapsed time 2.740 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.503969
INFO:root:Loading parameters from best epoch (69)
INFO:root:Epoch[80] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[80] Elapsed time 2.719 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.694750
INFO:root:Epoch[81] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[81] Elapsed time 2.727 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.581609
INFO:root:Epoch[82] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 35.97it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[82] Elapsed time 2.784 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.530304
INFO:root:Epoch[83] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.87it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[83] Elapsed time 2.644 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.609626
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[84] Elapsed time 2.710 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.274360
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[85] Elapsed time 2.717 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.691083
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[86] Elapsed time 2.689 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.638692
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.69it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[87] Elapsed time 2.656 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.612107
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 35.82it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[88] Elapsed time 2.795 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.685891
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.78it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[89] Elapsed time 2.650 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.610187
INFO:root:Epoch[90] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:03<00:00, 29.34it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[90] Elapsed time 3.410 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.514518
INFO:root:Epoch[91] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.95it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[91] Elapsed time 2.639 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.419688
INFO:root:Epoch[92] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.49it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[92] Elapsed time 2.744 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.529675
INFO:root:Epoch[93] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[93] Elapsed time 2.664 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.687054
INFO:root:Epoch[94] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.70it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[94] Elapsed time 2.654 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.578483
INFO:root:Loading parameters from best epoch (84)
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[95] Elapsed time 2.712 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.683654
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[96] Elapsed time 2.732 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.611457
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[97] Elapsed time 2.708 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.485994
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.02it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[98] Elapsed time 2.632 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.648669
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.22it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[99] Elapsed time 2.764 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.269962
INFO:root:Loading parameters from best epoch (99)
INFO:root:Final loss: 6.269961748123169 (occurred at epoch 99)
INFO:root:End model training
Running evaluation: 100%|██████████| 24000/24000 [06:35<00:00, 60.70it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.243648  0.105897  13.814923             0.09879            0.057794   

   seed  epochs  num_batches  
0    43     100          100  
Seed: 44
100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=8.08]
INFO:root:Epoch[0] Elapsed time 2.758 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.079257
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=7.45]
INFO:root:Epoch[1] Elapsed time 2.684 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.446292
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=7.21]
INFO:root:Epoch[2] Elapsed time 2.707 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.209248
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[3] Elapsed time 2.687 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.149324
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.79it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[4] Elapsed time 2.648 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.084701
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=7.3]
INFO:root:Epoch[5] Elapsed time 2.686 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.299801
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=7.13]
INFO:root:Epoch[6] Elapsed time 2.685 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.132530
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[7] Elapsed time 2.720 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.020509
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.86it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[8] Elapsed time 2.643 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.154040
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[9] Elapsed time 2.700 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.741141
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[10] Elapsed time 2.682 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.896366
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[11] Elapsed time 2.713 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.876995
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[12] Elapsed time 2.679 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.896927
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[13] Elapsed time 2.692 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.020260
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[14] Elapsed time 2.689 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.894772
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[15] Elapsed time 2.730 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.789430
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.15it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[16] Elapsed time 2.623 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.871005
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.37it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[17] Elapsed time 2.754 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.718543
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[18] Elapsed time 2.699 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.771236
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.77it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[19] Elapsed time 2.649 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.708778
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[20] Elapsed time 2.676 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.912521
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[21] Elapsed time 2.678 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.733324
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.45it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[22] Elapsed time 2.747 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.689783
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.01it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[23] Elapsed time 2.633 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.789460
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[24] Elapsed time 2.683 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.528952
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[25] Elapsed time 2.692 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.754033
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[26] Elapsed time 2.717 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.694253
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[27] Elapsed time 2.695 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.729395
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[28] Elapsed time 2.690 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.782995
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[29] Elapsed time 2.701 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.689637
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[30] Elapsed time 2.711 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.697415
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[31] Elapsed time 2.660 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.629714
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.65it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[32] Elapsed time 2.731 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.485436
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[33] Elapsed time 2.685 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.667255
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.90it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[34] Elapsed time 2.640 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.540831
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.67it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[35] Elapsed time 2.658 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.705984
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[36] Elapsed time 2.693 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.649549
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[37] Elapsed time 2.707 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.612198
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.07it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[38] Elapsed time 2.630 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.702716
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[39] Elapsed time 2.712 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.377573
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[40] Elapsed time 2.692 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.703300
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[41] Elapsed time 2.701 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.561377
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[42] Elapsed time 2.666 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.703911
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:03<00:00, 29.33it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[43] Elapsed time 3.411 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.578751
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[44] Elapsed time 2.678 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.604842
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[45] Elapsed time 2.740 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.626780
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.73it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[46] Elapsed time 2.654 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.456842
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[47] Elapsed time 2.717 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.457931
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[48] Elapsed time 2.710 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.579749
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[49] Elapsed time 2.676 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.411096
INFO:root:Loading parameters from best epoch (39)
INFO:root:Epoch[50] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[50] Elapsed time 2.714 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.731690
INFO:root:Epoch[51] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[51] Elapsed time 2.699 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.641932
INFO:root:Epoch[52] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.22it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[52] Elapsed time 2.763 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.469136
INFO:root:Epoch[53] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.64it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[53] Elapsed time 2.660 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.628235
INFO:root:Epoch[54] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.16it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[54] Elapsed time 2.769 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.326133
INFO:root:Epoch[55] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[55] Elapsed time 2.683 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.633649
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[56] Elapsed time 2.698 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.543487
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.75it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[57] Elapsed time 2.651 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.606698
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[58] Elapsed time 2.692 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.558693
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[59] Elapsed time 2.685 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.552861
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.09it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[60] Elapsed time 2.773 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.586071
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.80it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[61] Elapsed time 2.648 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.416139
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[62] Elapsed time 2.706 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.482233
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.15it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[63] Elapsed time 2.771 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.581940
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.88it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[64] Elapsed time 2.643 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.433123
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[65] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[65] Elapsed time 2.680 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.624070
INFO:root:Epoch[66] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.03it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[66] Elapsed time 2.778 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.608150
INFO:root:Epoch[67] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.41it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[67] Elapsed time 2.749 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.481771
INFO:root:Epoch[68] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 38.32it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[68] Elapsed time 2.612 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.607652
INFO:root:Epoch[69] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.38it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[69] Elapsed time 2.751 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.271929
INFO:root:Epoch[70] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.04it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[70] Elapsed time 2.856 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.622504
INFO:root:Epoch[71] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.28it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[71] Elapsed time 2.758 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.544748
INFO:root:Epoch[72] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[72] Elapsed time 2.705 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.608002
INFO:root:Epoch[73] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[73] Elapsed time 2.714 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.547584
INFO:root:Epoch[74] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[74] Elapsed time 2.719 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.505148
INFO:root:Epoch[75] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[75] Elapsed time 2.711 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.508561
INFO:root:Epoch[76] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.72it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[76] Elapsed time 2.655 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.380082
INFO:root:Epoch[77] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.73it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[77] Elapsed time 2.726 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.429675
INFO:root:Epoch[78] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[78] Elapsed time 2.696 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.627721
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[79] Elapsed time 2.681 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.432741
INFO:root:Loading parameters from best epoch (69)
INFO:root:Epoch[80] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.68it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[80] Elapsed time 2.728 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.581134
INFO:root:Epoch[81] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.42it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[81] Elapsed time 2.825 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.576675
INFO:root:Epoch[82] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.03it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[82] Elapsed time 2.780 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.368713
INFO:root:Epoch[83] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[83] Elapsed time 2.698 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.625733
INFO:root:Epoch[84] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[84] Elapsed time 2.725 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.225788
INFO:root:Epoch[85] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[85] Elapsed time 2.661 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.630827
INFO:root:Epoch[86] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[86] Elapsed time 2.696 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.543584
INFO:root:Epoch[87] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.74it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[87] Elapsed time 2.652 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.585560
INFO:root:Epoch[88] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[88] Elapsed time 2.675 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.550778
INFO:root:Epoch[89] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[89] Elapsed time 2.677 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.497659
INFO:root:Epoch[90] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[90] Elapsed time 2.704 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.526448
INFO:root:Epoch[91] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[91] Elapsed time 2.661 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.415611
INFO:root:Epoch[92] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[92] Elapsed time 2.692 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.485984
INFO:root:Epoch[93] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.73it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[93] Elapsed time 2.726 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.634099
INFO:root:Epoch[94] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[94] Elapsed time 2.682 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.394402
INFO:root:Loading parameters from best epoch (84)
INFO:root:Epoch[95] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[95] Elapsed time 2.678 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.593398
INFO:root:Epoch[96] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[96] Elapsed time 2.707 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.564137
INFO:root:Epoch[97] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.68it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[97] Elapsed time 2.728 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.414021
INFO:root:Epoch[98] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 38.08it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[98] Elapsed time 2.629 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.571436
INFO:root:Epoch[99] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.46it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[99] Elapsed time 2.745 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.204809
INFO:root:Loading parameters from best epoch (99)
INFO:root:Final loss: 6.204809045791626 (occurred at epoch 99)
INFO:root:End model training
Running evaluation: 100%|██████████| 24000/24000 [06:36<00:00, 60.53it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.408435  0.109901  14.885622            0.101922            0.058505   

   seed  epochs  num_batches  
0    44     100          100  
Seed: 45
100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=7.92]
INFO:root:Epoch[0] Elapsed time 2.691 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.920122
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.86it/s, avg_epoch_loss=7.5]
INFO:root:Epoch[1] Elapsed time 2.791 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.499560
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=7.3]
INFO:root:Epoch[2] Elapsed time 2.724 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.300397
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[3] Elapsed time 2.702 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.263427
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[4] Elapsed time 2.679 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.138301
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=7.31]
INFO:root:Epoch[5] Elapsed time 2.685 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.311311
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[6] Elapsed time 2.668 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.114132
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[7] Elapsed time 2.704 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.030271
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.96it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[8] Elapsed time 2.636 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.148036
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[9] Elapsed time 2.720 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.784360
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[10] Elapsed time 2.678 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.991482
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.38it/s, avg_epoch_loss=7]
INFO:root:Epoch[11] Elapsed time 2.608 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.995973
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=7]
INFO:root:Epoch[12] Elapsed time 2.678 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.996725
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[13] Elapsed time 2.666 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.045452
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[14] Elapsed time 2.673 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.936773
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[15] Elapsed time 2.712 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.802596
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.78it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[16] Elapsed time 2.582 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.935158
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[17] Elapsed time 2.717 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.763803
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[18] Elapsed time 2.720 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.794946
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[19] Elapsed time 2.674 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.850105
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[20] Elapsed time 2.688 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=7.121811
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[21] Elapsed time 2.671 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.609259
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[22] Elapsed time 2.676 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.894310
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[23] Elapsed time 2.689 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.902745
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.74it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[24] Elapsed time 2.654 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.543702
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.86it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[25] Elapsed time 2.791 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.806158
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.68it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[26] Elapsed time 2.728 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.722578
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[27] Elapsed time 2.664 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.721603
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[28] Elapsed time 2.703 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.869748
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[29] Elapsed time 2.667 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.778415
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[30] Elapsed time 2.716 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.670422
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.49it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[31] Elapsed time 2.671 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.721935
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.35it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[32] Elapsed time 2.755 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.524527
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.71it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[33] Elapsed time 2.653 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.640189
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.45it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[34] Elapsed time 2.746 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.757123
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.64it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[35] Elapsed time 2.659 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.898319
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[36] Elapsed time 2.681 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.494417
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[37] Elapsed time 2.708 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.666554
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[38] Elapsed time 2.712 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.745891
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[39] Elapsed time 2.658 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.399629
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[40] Elapsed time 2.671 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.639338
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[41] Elapsed time 2.675 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.640287
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.45it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[42] Elapsed time 2.824 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.576467
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[43] Elapsed time 2.700 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.699647
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.35it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[44] Elapsed time 2.755 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.643244
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[45] Elapsed time 2.716 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.537565
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.17it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[46] Elapsed time 2.622 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.576679
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.29it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[47] Elapsed time 2.835 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.482438
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.87it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[48] Elapsed time 2.792 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.617683
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[49] Elapsed time 2.678 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.596583
INFO:root:Loading parameters from best epoch (39)
INFO:root:Epoch[50] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.45it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[50] Elapsed time 2.745 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.767306
INFO:root:Epoch[51] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[51] Elapsed time 2.691 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.583199
INFO:root:Epoch[52] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[52] Elapsed time 2.727 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.572387
INFO:root:Epoch[53] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.83it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[53] Elapsed time 2.648 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.654369
INFO:root:Epoch[54] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.19it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[54] Elapsed time 2.767 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.354091
INFO:root:Epoch[55] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.55it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[55] Elapsed time 2.815 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.638603
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[56] Elapsed time 2.688 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.639309
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[57] Elapsed time 2.660 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.538508
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.24it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[58] Elapsed time 2.763 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.703904
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[59] Elapsed time 2.684 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.646794
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[60] Elapsed time 2.717 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.513641
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 38.17it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[61] Elapsed time 2.623 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.481434
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:03<00:00, 31.70it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[62] Elapsed time 3.158 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.477158
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 34.72it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[63] Elapsed time 2.882 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.551603
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[64] Elapsed time 2.718 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.568974
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[65] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[65] Elapsed time 2.678 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.739656
INFO:root:Epoch[66] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[66] Elapsed time 2.697 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.547382
INFO:root:Epoch[67] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[67] Elapsed time 2.723 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.496027
INFO:root:Epoch[68] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[68] Elapsed time 2.733 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.692964
INFO:root:Epoch[69] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[69] Elapsed time 2.697 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.257921
INFO:root:Epoch[70] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[70] Elapsed time 2.722 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.656764
INFO:root:Epoch[71] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[71] Elapsed time 2.667 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.632819
INFO:root:Epoch[72] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[72] Elapsed time 2.672 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.492096
INFO:root:Epoch[73] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[73] Elapsed time 2.694 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.670853
INFO:root:Epoch[74] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[74] Elapsed time 2.666 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.625357
INFO:root:Epoch[75] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.78it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[75] Elapsed time 2.721 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.487152
INFO:root:Epoch[76] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 38.72it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[76] Elapsed time 2.585 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.521171
INFO:root:Epoch[77] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[77] Elapsed time 2.713 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.471409
INFO:root:Epoch[78] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[78] Elapsed time 2.682 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.520234
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.57it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[79] Elapsed time 2.737 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.584654
INFO:root:Loading parameters from best epoch (69)
INFO:root:Epoch[80] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.49it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[80] Elapsed time 2.669 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.749841
INFO:root:Epoch[81] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.64it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[81] Elapsed time 2.659 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.443236
INFO:root:Epoch[82] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.74it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[82] Elapsed time 2.801 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.515173
INFO:root:Epoch[83] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[83] Elapsed time 2.720 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.657371
INFO:root:Epoch[84] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[84] Elapsed time 2.700 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.207726
INFO:root:Epoch[85] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.74it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[85] Elapsed time 2.799 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.682232
INFO:root:Epoch[86] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[86] Elapsed time 2.687 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.636413
INFO:root:Epoch[87] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.67it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[87] Elapsed time 2.807 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.459846
INFO:root:Epoch[88] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.29it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[88] Elapsed time 2.757 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.649727
INFO:root:Epoch[89] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.78it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[89] Elapsed time 2.649 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.564543
INFO:root:Epoch[90] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.52it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[90] Elapsed time 2.819 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.449227
INFO:root:Epoch[91] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 38.59it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[91] Elapsed time 2.595 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.480684
INFO:root:Epoch[92] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.81it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[92] Elapsed time 2.796 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.437650
INFO:root:Epoch[93] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.56it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[93] Elapsed time 2.814 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.599815
INFO:root:Epoch[94] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[94] Elapsed time 2.675 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.537138
INFO:root:Loading parameters from best epoch (84)
INFO:root:Epoch[95] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[95] Elapsed time 2.675 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.742453
INFO:root:Epoch[96] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[96] Elapsed time 2.671 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.376598
INFO:root:Epoch[97] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[97] Elapsed time 2.685 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.500089
INFO:root:Epoch[98] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[98] Elapsed time 2.691 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.695989
INFO:root:Epoch[99] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[99] Elapsed time 2.679 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.201632
INFO:root:Loading parameters from best epoch (99)
INFO:root:Final loss: 6.201631913185119 (occurred at epoch 99)
INFO:root:End model training
Running evaluation: 100%|██████████| 24000/24000 [06:35<00:00, 60.68it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
       MASE    sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  1.266834  0.10702  13.366846            0.100063             0.05833    45   

   epochs  num_batches  
0     100          100  
Seed: 46
100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=8.16]
INFO:root:Epoch[0] Elapsed time 2.666 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.161189
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=7.47]
INFO:root:Epoch[1] Elapsed time 2.678 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.465648
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.37it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[2] Elapsed time 2.752 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.137339
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.65it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[3] Elapsed time 2.731 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.173562
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[4] Elapsed time 2.679 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.073528
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=7.32]
INFO:root:Epoch[5] Elapsed time 2.666 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.324435
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[6] Elapsed time 2.724 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.088240
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[7] Elapsed time 2.717 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.010915
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.04it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[8] Elapsed time 2.777 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.170348
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.01it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[9] Elapsed time 2.704 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.823311
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.53it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[10] Elapsed time 2.667 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.951375
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[11] Elapsed time 2.697 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.933106
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[12] Elapsed time 2.677 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.877270
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[13] Elapsed time 2.697 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.015189
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[14] Elapsed time 2.756 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.884258
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:03<00:00, 29.56it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[15] Elapsed time 3.385 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.898707
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.39it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[16] Elapsed time 2.609 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.861552
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[17] Elapsed time 2.723 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.688095
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.79it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[18] Elapsed time 2.796 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.820093
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[19] Elapsed time 2.690 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.770107
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.99it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[20] Elapsed time 2.781 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=7.068791
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[21] Elapsed time 2.683 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.837092
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.75it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[22] Elapsed time 2.800 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.741533
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[23] Elapsed time 2.714 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.844127
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[24] Elapsed time 2.739 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.493638
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[25] Elapsed time 2.675 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.775388
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[26] Elapsed time 2.660 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.641988
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[27] Elapsed time 2.704 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.756501
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.41it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[28] Elapsed time 2.748 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.831673
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[29] Elapsed time 2.694 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.765686
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[30] Elapsed time 2.701 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.673153
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.93it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[31] Elapsed time 2.639 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.636264
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[32] Elapsed time 2.705 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.605355
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[33] Elapsed time 2.711 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.690704
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[34] Elapsed time 2.678 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.634160
INFO:root:Loading parameters from best epoch (24)
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[35] Elapsed time 2.687 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.892367
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[36] Elapsed time 2.667 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.748116
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.62it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[37] Elapsed time 2.809 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.677912
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[38] Elapsed time 2.700 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.681551
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[39] Elapsed time 2.693 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.396300
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.72it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[40] Elapsed time 2.725 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.734672
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[41] Elapsed time 2.730 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.681779
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.88it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[42] Elapsed time 2.789 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.756559
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[43] Elapsed time 2.718 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.777333
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.96it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[44] Elapsed time 2.783 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.707055
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.56it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[45] Elapsed time 2.737 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.620018
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.78it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[46] Elapsed time 2.649 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.555498
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.33it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[47] Elapsed time 2.755 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.577131
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.78it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[48] Elapsed time 2.800 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.616424
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[49] Elapsed time 2.677 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.581102
INFO:root:Loading parameters from best epoch (39)
INFO:root:Epoch[50] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.92it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[50] Elapsed time 2.786 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.779088
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.57it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[51] Elapsed time 2.736 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.702798
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.30it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[52] Elapsed time 2.757 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.633307
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[53] Elapsed time 2.740 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.716344
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 34.98it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[54] Elapsed time 2.862 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.322996
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.66it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[55] Elapsed time 2.657 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.750395
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.65it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[56] Elapsed time 2.809 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.635061
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 38.06it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[57] Elapsed time 2.630 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.753327
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[58] Elapsed time 2.685 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.746602
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.78it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[59] Elapsed time 2.722 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.636636
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[60] Elapsed time 2.693 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.676620
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.72it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[61] Elapsed time 2.653 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.487643
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.79it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[62] Elapsed time 2.796 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.520898
INFO:root:Epoch[63] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[63] Elapsed time 2.706 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.716678
INFO:root:Epoch[64] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[64] Elapsed time 2.671 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.512618
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[65] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[65] Elapsed time 2.698 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.768851
INFO:root:Epoch[66] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.64it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[66] Elapsed time 2.660 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.706967
INFO:root:Epoch[67] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[67] Elapsed time 2.734 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.530485
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[68] Elapsed time 2.715 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.699952
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.19it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[69] Elapsed time 2.766 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.367970
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[70] Elapsed time 2.659 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.721567
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[71] Elapsed time 2.717 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.663357
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.17it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[72] Elapsed time 2.767 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.751208
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[73] Elapsed time 2.719 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.652305
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.67it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[74] Elapsed time 2.656 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.578136
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[75] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 35.66it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[75] Elapsed time 2.808 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.642977
INFO:root:Epoch[76] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[76] Elapsed time 2.674 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.503569
INFO:root:Epoch[77] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[77] Elapsed time 2.719 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.639618
INFO:root:Epoch[78] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[78] Elapsed time 2.671 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.784231
INFO:root:Epoch[79] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[79] Elapsed time 2.707 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.592962
INFO:root:Epoch[80] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[80] Elapsed time 2.707 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.763739
INFO:root:Epoch[81] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:03<00:00, 30.18it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[81] Elapsed time 3.317 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.692728
INFO:root:Epoch[82] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[82] Elapsed time 2.719 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.501066
INFO:root:Epoch[83] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[83] Elapsed time 2.712 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.686873
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[84] Elapsed time 2.714 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.347698
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[85] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[85] Elapsed time 2.678 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.787123
INFO:root:Epoch[86] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[86] Elapsed time 2.727 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.630565
INFO:root:Epoch[87] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[87] Elapsed time 2.673 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.742745
INFO:root:Epoch[88] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[88] Elapsed time 2.685 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.696431
INFO:root:Epoch[89] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[89] Elapsed time 2.718 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.610553
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[90] Elapsed time 2.699 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.659409
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.49it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[91] Elapsed time 2.743 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.496628
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.94it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[92] Elapsed time 2.785 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.596684
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.51it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[93] Elapsed time 2.818 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.762014
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[94] Elapsed time 2.663 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.612262
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[95] Elapsed time 2.681 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.767054
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.69it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[96] Elapsed time 2.655 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.591911
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.63it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[97] Elapsed time 2.809 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.551117
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.46it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[98] Elapsed time 2.745 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.677464
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.15it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[99] Elapsed time 2.769 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.344283
INFO:root:Loading parameters from best epoch (54)
INFO:root:Final loss: 6.3229961633682255 (occurred at epoch 54)
INFO:root:End model training
Running evaluation: 100%|██████████| 24000/24000 [06:36<00:00, 60.53it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.354231  0.109373  16.548189             0.10531            0.063226   

   seed  epochs  num_batches  
0    46     100          100  
Seed: 47
100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=7.84]
INFO:root:Epoch[0] Elapsed time 2.677 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.835142
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=7.48]
INFO:root:Epoch[1] Elapsed time 2.663 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.479339
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[2] Elapsed time 2.684 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.202401
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.21it/s, avg_epoch_loss=7.23]
INFO:root:Epoch[3] Elapsed time 2.764 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.229641
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[4] Elapsed time 2.693 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.094886
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=7.27]
INFO:root:Epoch[5] Elapsed time 2.673 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.266332
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.69it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[6] Elapsed time 2.805 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.066729
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.41it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[7] Elapsed time 2.827 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.075687
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[8] Elapsed time 2.665 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.144018
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[9] Elapsed time 2.713 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.795546
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.54it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[10] Elapsed time 2.816 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.933277
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[11] Elapsed time 2.711 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.920642
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.31it/s, avg_epoch_loss=7]
INFO:root:Epoch[12] Elapsed time 2.613 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.004685
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.30it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[13] Elapsed time 2.759 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.076310
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[14] Elapsed time 2.722 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.884457
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.92it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[15] Elapsed time 2.787 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.873568
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[16] Elapsed time 2.714 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.948000
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 34.74it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[17] Elapsed time 2.881 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.771912
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[18] Elapsed time 2.686 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.723667
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.43it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[19] Elapsed time 2.750 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.779947
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 34.95it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[20] Elapsed time 2.864 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=7.014992
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[21] Elapsed time 2.702 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.769829
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.08it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[22] Elapsed time 2.774 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.745503
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[23] Elapsed time 2.727 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.809424
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.85it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[24] Elapsed time 2.645 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.601558
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[25] Elapsed time 2.716 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.756570
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[26] Elapsed time 2.685 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.793516
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[27] Elapsed time 2.718 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.706142
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[28] Elapsed time 2.696 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.821324
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[29] Elapsed time 2.673 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.706933
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.69it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[30] Elapsed time 2.804 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.666123
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[31] Elapsed time 2.695 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.778269
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[32] Elapsed time 2.736 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.485393
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:03<00:00, 30.84it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[33] Elapsed time 3.246 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.674525
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[34] Elapsed time 2.705 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.745022
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[35] Elapsed time 2.687 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.912586
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.74it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[36] Elapsed time 2.652 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.513926
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[37] Elapsed time 2.745 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.721822
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[38] Elapsed time 2.701 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.743462
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.73it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[39] Elapsed time 2.653 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.309936
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[40] Elapsed time 2.708 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.693459
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.83it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[41] Elapsed time 2.795 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.641100
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[42] Elapsed time 2.711 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.618337
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.69it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[43] Elapsed time 2.806 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.753164
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.86it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[44] Elapsed time 2.792 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.632991
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.60it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[45] Elapsed time 2.811 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.518793
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[46] Elapsed time 2.733 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.646281
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.74it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[47] Elapsed time 2.800 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.509133
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[48] Elapsed time 2.682 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.580151
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.15it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[49] Elapsed time 2.768 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.530649
INFO:root:Loading parameters from best epoch (39)
INFO:root:Epoch[50] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.81it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[50] Elapsed time 2.794 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.889437
INFO:root:Epoch[51] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[51] Elapsed time 2.681 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.446391
INFO:root:Epoch[52] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.53it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[52] Elapsed time 2.818 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.549723
INFO:root:Epoch[53] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.36it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[53] Elapsed time 2.754 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.662288
INFO:root:Epoch[54] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[54] Elapsed time 2.739 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.257233
INFO:root:Epoch[55] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[55] Elapsed time 2.673 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.646930
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[56] Elapsed time 2.681 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.633288
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[57] Elapsed time 2.712 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.529682
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[58] Elapsed time 2.694 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.674323
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[59] Elapsed time 2.687 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.593870
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[60] Elapsed time 2.714 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.487097
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 38.23it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[61] Elapsed time 2.619 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.581066
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.68it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[62] Elapsed time 2.728 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.395856
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.52it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[63] Elapsed time 2.742 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.498208
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.73it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[64] Elapsed time 2.802 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.605964
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[65] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[65] Elapsed time 2.684 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.853443
INFO:root:Epoch[66] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.67it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[66] Elapsed time 2.657 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.494707
INFO:root:Epoch[67] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.55it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[67] Elapsed time 2.816 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.612485
INFO:root:Epoch[68] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[68] Elapsed time 2.717 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.660559
INFO:root:Epoch[69] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.83it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[69] Elapsed time 2.648 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.278217
INFO:root:Epoch[70] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[70] Elapsed time 2.702 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.620406
INFO:root:Epoch[71] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[71] Elapsed time 2.676 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.628025
INFO:root:Epoch[72] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[72] Elapsed time 2.668 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.542345
INFO:root:Epoch[73] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.12it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[73] Elapsed time 2.773 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.622980
INFO:root:Epoch[74] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.75it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[74] Elapsed time 2.651 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.646435
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[75] Elapsed time 2.708 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.505791
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 38.35it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[76] Elapsed time 2.611 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.542839
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.98it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[77] Elapsed time 2.782 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.499223
INFO:root:Epoch[78] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[78] Elapsed time 2.680 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.569685
INFO:root:Epoch[79] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.23it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[79] Elapsed time 2.765 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.614005
INFO:root:Epoch[80] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[80] Elapsed time 2.674 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.861210
INFO:root:Epoch[81] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[81] Elapsed time 2.674 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.404303
INFO:root:Epoch[82] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[82] Elapsed time 2.689 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.537982
INFO:root:Epoch[83] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.56it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[83] Elapsed time 2.739 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.677966
INFO:root:Epoch[84] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.50it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[84] Elapsed time 2.670 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.268535
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 35.16it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[85] Elapsed time 2.846 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.633238
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[86] Elapsed time 2.735 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.603216
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.80it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[87] Elapsed time 2.648 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.553630
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[88] Elapsed time 2.684 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.690184
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[89] Elapsed time 2.668 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.595079
INFO:root:Epoch[90] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[90] Elapsed time 2.706 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.457289
INFO:root:Epoch[91] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.45it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[91] Elapsed time 2.747 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.603013
INFO:root:Epoch[92] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.44it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[92] Elapsed time 2.746 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.407941
INFO:root:Epoch[93] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 35.91it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[93] Elapsed time 2.787 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.630274
INFO:root:Epoch[94] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.38it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[94] Elapsed time 2.752 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.606715
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.73it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[95] Elapsed time 2.653 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.729173
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.42it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[96] Elapsed time 2.749 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.603176
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[97] Elapsed time 2.739 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.531841
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[98] Elapsed time 2.705 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.738470
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:03<00:00, 30.36it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[99] Elapsed time 3.297 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.330373
INFO:root:Loading parameters from best epoch (54)
INFO:root:Final loss: 6.2572332239151 (occurred at epoch 54)
INFO:root:End model training
Running evaluation: 100%|██████████| 24000/24000 [06:35<00:00, 60.61it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.388626  0.108906  16.709962            0.102525            0.057422   

   seed  epochs  num_batches  
0    47     100          100  
Seed: 48
100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=7.65]
INFO:root:Epoch[0] Elapsed time 2.677 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.647230
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=7.38]
INFO:root:Epoch[1] Elapsed time 2.671 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.375934
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.33it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[2] Elapsed time 2.755 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.102318
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.50it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[3] Elapsed time 2.742 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.160378
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.52it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[4] Elapsed time 2.740 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.139199
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.01it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[5] Elapsed time 2.860 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.215071
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[6] Elapsed time 2.671 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.111436
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.25it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[7] Elapsed time 2.841 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.055863
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[8] Elapsed time 2.659 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.102159
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[9] Elapsed time 2.694 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.801881
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.99it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[10] Elapsed time 2.781 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.947004
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[11] Elapsed time 2.733 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.924895
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[12] Elapsed time 2.682 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.940849
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.26it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[13] Elapsed time 2.762 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.008165
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[14] Elapsed time 2.732 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.916642
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.31it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[15] Elapsed time 2.835 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.873284
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[16] Elapsed time 2.753 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.807888
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[17] Elapsed time 2.734 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.719796
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[18] Elapsed time 2.714 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.843452
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.85it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[19] Elapsed time 2.644 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.760090
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.20it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[20] Elapsed time 2.766 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=7.024039
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[21] Elapsed time 2.676 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.776891
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.51it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[22] Elapsed time 2.741 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.734872
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.46it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[23] Elapsed time 2.745 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.887679
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[24] Elapsed time 2.693 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.448701
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.67it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[25] Elapsed time 2.729 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.732675
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[26] Elapsed time 2.706 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.724379
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[27] Elapsed time 2.672 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.777456
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[28] Elapsed time 2.711 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.810807
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[29] Elapsed time 2.704 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.680522
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[30] Elapsed time 2.737 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.764451
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.02it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[31] Elapsed time 2.633 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.639698
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[32] Elapsed time 2.742 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.563072
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[33] Elapsed time 2.707 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.666857
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.96it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[34] Elapsed time 2.782 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.574939
INFO:root:Loading parameters from best epoch (24)
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[35] Elapsed time 2.697 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.843188
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[36] Elapsed time 2.704 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.691269
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.24it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[37] Elapsed time 2.763 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.662586
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[38] Elapsed time 2.673 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.796601
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[39] Elapsed time 2.708 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.414011
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[40] Elapsed time 2.664 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.741269
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[41] Elapsed time 2.687 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.651029
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.67it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[42] Elapsed time 2.658 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.659659
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.81it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[43] Elapsed time 2.797 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.840932
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[44] Elapsed time 2.679 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.681516
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.52it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[45] Elapsed time 2.741 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.600783
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.93it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[46] Elapsed time 2.640 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.515875
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 34.92it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[47] Elapsed time 2.867 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.509868
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.69it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[48] Elapsed time 2.657 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.658747
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.46it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[49] Elapsed time 2.745 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.610682
INFO:root:Loading parameters from best epoch (39)
INFO:root:Epoch[50] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[50] Elapsed time 2.666 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.758839
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 34.28it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[51] Elapsed time 2.921 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.663320
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:03<00:00, 32.94it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[52] Elapsed time 3.038 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.579830
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.32it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[53] Elapsed time 2.757 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.720247
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[54] Elapsed time 2.662 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.348397
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[55] Elapsed time 2.712 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.735908
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[56] Elapsed time 2.696 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.683973
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[57] Elapsed time 2.673 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.656640
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[58] Elapsed time 2.726 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.732050
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[59] Elapsed time 2.685 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.710344
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[60] Elapsed time 2.737 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.545502
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 38.06it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[61] Elapsed time 2.630 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.554919
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.43it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[62] Elapsed time 2.748 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.514643
INFO:root:Epoch[63] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[63] Elapsed time 2.715 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.654626
INFO:root:Epoch[64] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[64] Elapsed time 2.666 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.613530
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[65] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[65] Elapsed time 2.694 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.726031
INFO:root:Epoch[66] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[66] Elapsed time 2.689 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.569916
INFO:root:Epoch[67] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[67] Elapsed time 2.714 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.561282
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[68] Elapsed time 2.660 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.716456
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[69] Elapsed time 2.727 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.330894
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[70] Elapsed time 2.664 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.758651
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[71] Elapsed time 2.686 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.683574
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[72] Elapsed time 2.666 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.630553
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.68it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[73] Elapsed time 2.656 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.689384
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[74] Elapsed time 2.684 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.654138
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[75] Elapsed time 2.683 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.565804
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 38.28it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[76] Elapsed time 2.616 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.515653
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[77] Elapsed time 2.686 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.559052
INFO:root:Epoch[78] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[78] Elapsed time 2.666 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.691494
INFO:root:Epoch[79] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.73it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[79] Elapsed time 2.652 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.577762
INFO:root:Loading parameters from best epoch (69)
INFO:root:Epoch[80] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[80] Elapsed time 2.697 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.678083
INFO:root:Epoch[81] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[81] Elapsed time 2.680 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.640541
INFO:root:Epoch[82] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 35.31it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[82] Elapsed time 2.834 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.545869
INFO:root:Epoch[83] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.82it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[83] Elapsed time 2.647 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.627369
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[84] Elapsed time 2.707 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.280252
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[85] Elapsed time 2.673 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.744842
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[86] Elapsed time 2.710 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.631229
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.51it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[87] Elapsed time 2.670 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.618098
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[88] Elapsed time 2.716 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.720705
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[89] Elapsed time 2.694 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.648154
INFO:root:Epoch[90] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[90] Elapsed time 2.716 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.514868
INFO:root:Epoch[91] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.77it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[91] Elapsed time 2.652 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.491825
INFO:root:Epoch[92] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.57it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[92] Elapsed time 2.739 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.514936
INFO:root:Epoch[93] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[93] Elapsed time 2.712 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.709180
INFO:root:Epoch[94] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 35.90it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[94] Elapsed time 2.788 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.605722
INFO:root:Loading parameters from best epoch (84)
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[95] Elapsed time 2.713 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.645385
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.44it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[96] Elapsed time 2.826 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.655011
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.30it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[97] Elapsed time 2.759 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.502746
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.91it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[98] Elapsed time 2.640 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.644102
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[99] Elapsed time 2.733 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.272049
INFO:root:Loading parameters from best epoch (99)
INFO:root:Final loss: 6.272048897743225 (occurred at epoch 99)
INFO:root:End model training
Running evaluation: 100%|██████████| 24000/24000 [06:34<00:00, 60.91it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
       MASE     sMAPE      MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  1.306202  0.107444  14.39694            0.099466            0.057484    48   

   epochs  num_batches  
0     100          100  
Seed: 49
100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=7.85]
INFO:root:Epoch[0] Elapsed time 2.693 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.851343
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=7.47]
INFO:root:Epoch[1] Elapsed time 2.724 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.473756
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.03it/s, avg_epoch_loss=7.23]
INFO:root:Epoch[2] Elapsed time 2.777 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.225400
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.36it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[3] Elapsed time 2.752 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.202946
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[4] Elapsed time 2.702 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.968793
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:03<00:00, 29.10it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[5] Elapsed time 3.439 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.262294
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.96it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[6] Elapsed time 2.783 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.089954
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.27it/s, avg_epoch_loss=7]
INFO:root:Epoch[7] Elapsed time 2.838 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.997379
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.68it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[8] Elapsed time 2.657 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.094691
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[9] Elapsed time 2.724 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.738711
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.58it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[10] Elapsed time 2.813 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.936287
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[11] Elapsed time 2.688 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.826666
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.95it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[12] Elapsed time 2.637 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.859162
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.67it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[13] Elapsed time 2.730 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.973270
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[14] Elapsed time 2.713 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.828685
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[15] Elapsed time 2.716 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.787905
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[16] Elapsed time 2.729 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.794231
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.85it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[17] Elapsed time 2.792 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.671128
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.73it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[18] Elapsed time 2.801 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.800934
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[19] Elapsed time 2.679 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.711344
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[20] Elapsed time 2.702 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.855659
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[21] Elapsed time 2.714 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.763620
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.89it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[22] Elapsed time 2.790 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.713683
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.51it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[23] Elapsed time 2.668 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.795709
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 34.91it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[24] Elapsed time 2.867 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.500420
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.03it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[25] Elapsed time 2.777 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.735602
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.49it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[26] Elapsed time 2.743 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.680221
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.87it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[27] Elapsed time 2.642 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.731856
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.41it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[28] Elapsed time 2.749 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.792361
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[29] Elapsed time 2.742 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.646868
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[30] Elapsed time 2.742 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.663019
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[31] Elapsed time 2.688 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.563139
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.65it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[32] Elapsed time 2.731 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.571131
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.51it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[33] Elapsed time 2.670 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.669264
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[34] Elapsed time 2.661 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.638453
INFO:root:Loading parameters from best epoch (24)
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[35] Elapsed time 2.711 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.766018
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.68it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[36] Elapsed time 2.656 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.666769
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[37] Elapsed time 2.692 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.595571
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.88it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[38] Elapsed time 2.643 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.720043
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[39] Elapsed time 2.703 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.350952
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.94it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[40] Elapsed time 2.784 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.702512
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.31it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[41] Elapsed time 2.756 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.618990
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[42] Elapsed time 2.683 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.592780
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 34.96it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[43] Elapsed time 2.864 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.803815
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[44] Elapsed time 2.703 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.677836
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[45] Elapsed time 2.713 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.546728
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.13it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[46] Elapsed time 2.772 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.560495
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 34.66it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[47] Elapsed time 2.887 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.484436
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[48] Elapsed time 2.691 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.640572
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.29it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[49] Elapsed time 2.836 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.619740
INFO:root:Loading parameters from best epoch (39)
INFO:root:Epoch[50] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[50] Elapsed time 2.705 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.844076
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[51] Elapsed time 2.758 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.525751
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.23it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[52] Elapsed time 2.841 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.606919
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[53] Elapsed time 2.677 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.712042
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.19it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[54] Elapsed time 2.766 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.386039
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.61it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[55] Elapsed time 2.810 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.692610
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[56] Elapsed time 2.745 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.643684
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[57] Elapsed time 2.680 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.610244
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[58] Elapsed time 2.706 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.765222
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[59] Elapsed time 2.703 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.633430
INFO:root:Loading parameters from best epoch (39)
INFO:root:Epoch[60] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[60] Elapsed time 2.733 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.533976
INFO:root:Epoch[61] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.83it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[61] Elapsed time 2.647 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.575421
INFO:root:Epoch[62] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.41it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[62] Elapsed time 2.750 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.513130
INFO:root:Epoch[63] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[63] Elapsed time 2.702 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.682390
INFO:root:Epoch[64] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[64] Elapsed time 2.690 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.619300
INFO:root:Epoch[65] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.37it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[65] Elapsed time 2.830 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.859745
INFO:root:Epoch[66] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[66] Elapsed time 2.705 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.493846
INFO:root:Epoch[67] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.67it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[67] Elapsed time 2.729 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.558873
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.49it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[68] Elapsed time 2.670 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.672360
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.50it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[69] Elapsed time 2.744 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.298844
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:03<00:00, 31.84it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[70] Elapsed time 3.143 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.710560
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 34.16it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[71] Elapsed time 2.929 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.694838
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[72] Elapsed time 2.721 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.555306
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[73] Elapsed time 2.688 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.715316
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.70it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[74] Elapsed time 2.655 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.633168
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[75] Elapsed time 2.740 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.514673
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.06it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[76] Elapsed time 2.775 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.549440
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[77] Elapsed time 2.744 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.446311
INFO:root:Epoch[78] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[78] Elapsed time 2.679 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.592662
INFO:root:Epoch[79] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[79] Elapsed time 2.665 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.658158
INFO:root:Loading parameters from best epoch (69)
INFO:root:Epoch[80] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[80] Elapsed time 2.682 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.882273
INFO:root:Epoch[81] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[81] Elapsed time 2.662 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.394887
INFO:root:Epoch[82] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[82] Elapsed time 2.685 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.589642
INFO:root:Epoch[83] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[83] Elapsed time 2.688 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.705255
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[84] Elapsed time 2.659 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.222298
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[85] Elapsed time 2.730 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.692483
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 35.85it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[86] Elapsed time 2.794 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.663563
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[87] Elapsed time 2.695 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.568294
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.72it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[88] Elapsed time 2.728 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.762030
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.60it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[89] Elapsed time 2.736 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.609054
INFO:root:Epoch[90] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.28it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[90] Elapsed time 2.761 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.524327
INFO:root:Epoch[91] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.70it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[91] Elapsed time 2.657 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.494368
INFO:root:Epoch[92] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.29it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[92] Elapsed time 2.760 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.444257
INFO:root:Epoch[93] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[93] Elapsed time 2.694 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.631191
INFO:root:Epoch[94] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[94] Elapsed time 2.689 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.631943
INFO:root:Loading parameters from best epoch (84)
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.83it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[95] Elapsed time 2.794 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.888409
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[96] Elapsed time 2.678 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.381413
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.16it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[97] Elapsed time 2.768 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.618566
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.50it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[98] Elapsed time 2.741 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.709893
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[99] Elapsed time 2.705 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.248017
INFO:root:Loading parameters from best epoch (84)
INFO:root:Final loss: 6.22229841709137 (occurred at epoch 84)
INFO:root:End model training
Running evaluation: 100%|██████████| 24000/24000 [06:36<00:00, 60.56it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.273232  0.106931  13.329161            0.099221            0.059957   

   seed  epochs  num_batches  
0    49     100          100  
Seed: 50
100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=8.01]
INFO:root:Epoch[0] Elapsed time 2.683 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.010451
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.72it/s, avg_epoch_loss=7.52]
INFO:root:Epoch[1] Elapsed time 2.653 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.518534
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[2] Elapsed time 2.718 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.260536
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.01it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[3] Elapsed time 2.704 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.193813
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.66it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[4] Elapsed time 2.658 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.072745
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[5] Elapsed time 2.699 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.172095
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.50it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[6] Elapsed time 2.744 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.119714
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[7] Elapsed time 2.740 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.006990
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.77it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[8] Elapsed time 2.650 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.060410
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[9] Elapsed time 2.682 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.761335
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[10] Elapsed time 2.690 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.894266
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[11] Elapsed time 2.705 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.867391
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[12] Elapsed time 2.667 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.837720
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[13] Elapsed time 2.720 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.066248
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.78it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[14] Elapsed time 2.723 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.939214
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.18it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[15] Elapsed time 2.768 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.794264
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.76it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[16] Elapsed time 2.652 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.788264
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 34.82it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[17] Elapsed time 2.874 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.728692
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[18] Elapsed time 2.709 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.765304
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[19] Elapsed time 2.681 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.727429
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[20] Elapsed time 2.716 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.853912
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[21] Elapsed time 2.676 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.736374
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[22] Elapsed time 2.693 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.725270
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:03<00:00, 31.72it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[23] Elapsed time 3.155 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.804990
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[24] Elapsed time 2.714 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.477546
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[25] Elapsed time 2.739 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.733673
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[26] Elapsed time 2.699 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.677370
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[27] Elapsed time 2.676 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.626358
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[28] Elapsed time 2.708 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.808128
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[29] Elapsed time 2.686 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.748253
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[30] Elapsed time 2.723 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.553924
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.02it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[31] Elapsed time 2.634 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.636912
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.36it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[32] Elapsed time 2.754 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.540835
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[33] Elapsed time 2.707 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.614842
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[34] Elapsed time 2.717 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.666787
INFO:root:Loading parameters from best epoch (24)
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[35] Elapsed time 2.713 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.896086
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.42it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[36] Elapsed time 2.750 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.464204
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[37] Elapsed time 2.706 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.679375
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[38] Elapsed time 2.660 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.739416
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.83it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[39] Elapsed time 2.647 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.344342
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.22it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[40] Elapsed time 2.763 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.696625
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[41] Elapsed time 2.714 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.656000
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[42] Elapsed time 2.718 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.578102
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[43] Elapsed time 2.719 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.725951
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[44] Elapsed time 2.680 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.632303
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.26it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[45] Elapsed time 2.762 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.556519
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 38.22it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[46] Elapsed time 2.618 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.631072
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 34.53it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[47] Elapsed time 2.899 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.478513
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.30it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[48] Elapsed time 2.835 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.599581
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[49] Elapsed time 2.663 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.683291
INFO:root:Loading parameters from best epoch (39)
INFO:root:Epoch[50] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[50] Elapsed time 2.702 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.807954
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[51] Elapsed time 2.739 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.460844
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[52] Elapsed time 2.712 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.587716
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[53] Elapsed time 2.680 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.694310
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[54] Elapsed time 2.698 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.286213
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.04it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[55] Elapsed time 2.777 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.703444
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.86it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[56] Elapsed time 2.643 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.701875
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.79it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[57] Elapsed time 2.650 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.551357
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[58] Elapsed time 2.688 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.669425
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[59] Elapsed time 2.700 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.596392
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[60] Elapsed time 2.708 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.556758
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[61] Elapsed time 2.717 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.514073
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.50it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[62] Elapsed time 2.743 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.443623
INFO:root:Epoch[63] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.78it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[63] Elapsed time 2.649 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.600625
INFO:root:Epoch[64] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[64] Elapsed time 2.741 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.624649
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[65] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[65] Elapsed time 2.699 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.785659
INFO:root:Epoch[66] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.88it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[66] Elapsed time 2.789 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.437822
INFO:root:Epoch[67] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[67] Elapsed time 2.707 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.554467
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.69it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[68] Elapsed time 2.657 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.663557
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.53it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[69] Elapsed time 2.667 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.255767
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[70] Elapsed time 2.709 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.692920
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[71] Elapsed time 2.701 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.666488
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[72] Elapsed time 2.718 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.593410
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[73] Elapsed time 2.726 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.667236
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.36it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[74] Elapsed time 2.752 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.619582
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 34.76it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[75] Elapsed time 2.881 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.489176
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[76] Elapsed time 2.681 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.471853
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[77] Elapsed time 2.713 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.532317
INFO:root:Epoch[78] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.29it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[78] Elapsed time 2.838 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.659284
INFO:root:Epoch[79] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[79] Elapsed time 2.700 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.558500
INFO:root:Loading parameters from best epoch (69)
INFO:root:Epoch[80] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[80] Elapsed time 2.728 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.641800
INFO:root:Epoch[81] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.23it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[81] Elapsed time 2.763 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.566195
INFO:root:Epoch[82] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 35.57it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[82] Elapsed time 2.814 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.553417
INFO:root:Epoch[83] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.91it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[83] Elapsed time 2.640 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.680430
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[84] Elapsed time 2.681 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.314673
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[85] Elapsed time 2.726 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.690633
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[86] Elapsed time 2.701 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.648439
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[87] Elapsed time 2.660 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.580537
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[88] Elapsed time 2.720 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.701877
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:03<00:00, 29.47it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[89] Elapsed time 3.397 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.588009
INFO:root:Loading parameters from best epoch (69)
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.51it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[90] Elapsed time 2.741 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.483397
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[91] Elapsed time 2.690 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.531873
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.16it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[92] Elapsed time 2.770 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.515447
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[93] Elapsed time 2.677 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.665032
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[94] Elapsed time 2.718 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.623056
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[95] Elapsed time 2.699 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.731300
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[96] Elapsed time 2.665 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.460481
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.51it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[97] Elapsed time 2.820 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.582983
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[98] Elapsed time 2.660 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.635925
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[99] Elapsed time 2.719 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.252218
INFO:root:Loading parameters from best epoch (99)
INFO:root:Final loss: 6.252217774391174 (occurred at epoch 99)
INFO:root:End model training
Running evaluation: 100%|██████████| 24000/24000 [06:34<00:00, 60.77it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.249911  0.106363  13.681802            0.099633            0.057815   

   seed  epochs  num_batches  
0    50     100          100  
Seed: 51
100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=8.1]
INFO:root:Epoch[0] Elapsed time 2.691 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.095867
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.32it/s, avg_epoch_loss=7.51]
INFO:root:Epoch[1] Elapsed time 2.755 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.505631
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.65it/s, avg_epoch_loss=7.21]
INFO:root:Epoch[2] Elapsed time 2.810 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.207628
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 34.84it/s, avg_epoch_loss=7.27]
INFO:root:Epoch[3] Elapsed time 2.875 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.265840
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[4] Elapsed time 2.693 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.144146
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=7.33]
INFO:root:Epoch[5] Elapsed time 2.673 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.326746
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[6] Elapsed time 2.712 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.084579
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.51it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[7] Elapsed time 2.741 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.059505
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[8] Elapsed time 2.723 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.158612
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[9] Elapsed time 2.682 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.750974
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.90it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[10] Elapsed time 2.788 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.974407
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[11] Elapsed time 2.698 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.971747
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[12] Elapsed time 2.711 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.920336
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[13] Elapsed time 2.723 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.011043
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[14] Elapsed time 2.728 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.935382
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[15] Elapsed time 2.714 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.808003
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.92it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[16] Elapsed time 2.641 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.911756
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.99it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[17] Elapsed time 2.781 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.745403
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[18] Elapsed time 2.709 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.815964
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.92it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[19] Elapsed time 2.639 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.789640
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[20] Elapsed time 2.674 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.913221
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.50it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[21] Elapsed time 2.670 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.823885
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.01it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[22] Elapsed time 2.705 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.711271
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.71it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[23] Elapsed time 2.654 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.824348
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[24] Elapsed time 2.711 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.559524
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[25] Elapsed time 2.675 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.718423
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[26] Elapsed time 2.708 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.736918
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[27] Elapsed time 2.676 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.825921
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[28] Elapsed time 2.704 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.874498
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[29] Elapsed time 2.662 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.700222
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[30] Elapsed time 2.700 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.765361
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.55it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[31] Elapsed time 2.597 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.735108
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[32] Elapsed time 2.724 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.548145
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[33] Elapsed time 2.703 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.688582
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[34] Elapsed time 2.725 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.751544
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[35] Elapsed time 2.692 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.854037
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[36] Elapsed time 2.688 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.505569
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[37] Elapsed time 2.712 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.645284
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.95it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[38] Elapsed time 2.637 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.757057
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[39] Elapsed time 2.682 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.331447
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[40] Elapsed time 2.717 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.619723
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[41] Elapsed time 2.697 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.705972
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:03<00:00, 29.83it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[42] Elapsed time 3.355 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.570503
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.52it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[43] Elapsed time 2.741 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.717591
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[44] Elapsed time 2.685 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.643835
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 34.96it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[45] Elapsed time 2.864 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.529577
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.67it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[46] Elapsed time 2.730 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.600608
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.48it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[47] Elapsed time 2.745 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.528621
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.42it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[48] Elapsed time 2.749 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.576395
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[49] Elapsed time 2.711 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.599603
INFO:root:Loading parameters from best epoch (39)
INFO:root:Epoch[50] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.27it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[50] Elapsed time 2.759 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.788124
INFO:root:Epoch[51] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[51] Elapsed time 2.706 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.478861
INFO:root:Epoch[52] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[52] Elapsed time 2.714 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.603878
INFO:root:Epoch[53] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.01it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[53] Elapsed time 2.780 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.665882
INFO:root:Epoch[54] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[54] Elapsed time 2.718 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.262374
INFO:root:Epoch[55] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[55] Elapsed time 2.750 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.656000
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.40it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[56] Elapsed time 2.751 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.627939
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[57] Elapsed time 2.674 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.589412
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[58] Elapsed time 2.700 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.690714
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[59] Elapsed time 2.680 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.630897
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[60] Elapsed time 2.715 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.469978
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 38.09it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[61] Elapsed time 2.628 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.475580
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[62] Elapsed time 2.715 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.450051
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[63] Elapsed time 2.667 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.595793
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[64] Elapsed time 2.672 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.515377
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[65] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[65] Elapsed time 2.681 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.662854
INFO:root:Epoch[66] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[66] Elapsed time 2.693 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.650758
INFO:root:Epoch[67] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.31it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[67] Elapsed time 2.758 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.477710
INFO:root:Epoch[68] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.90it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[68] Elapsed time 2.640 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.669175
INFO:root:Epoch[69] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[69] Elapsed time 2.709 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.280352
INFO:root:Epoch[70] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[70] Elapsed time 2.662 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.672859
INFO:root:Epoch[71] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[71] Elapsed time 2.699 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.566324
INFO:root:Epoch[72] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[72] Elapsed time 2.685 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.589851
INFO:root:Epoch[73] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[73] Elapsed time 2.676 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.541251
INFO:root:Epoch[74] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[74] Elapsed time 2.678 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.571970
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[75] Elapsed time 2.703 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.541857
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.75it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[76] Elapsed time 2.651 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.455298
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[77] Elapsed time 2.705 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.488747
INFO:root:Epoch[78] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.49it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[78] Elapsed time 2.670 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.656641
INFO:root:Epoch[79] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.66it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[79] Elapsed time 2.657 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.521190
INFO:root:Epoch[80] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[80] Elapsed time 2.672 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.635313
INFO:root:Epoch[81] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[81] Elapsed time 2.675 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.546838
INFO:root:Epoch[82] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[82] Elapsed time 2.703 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.473641
INFO:root:Epoch[83] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.92it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[83] Elapsed time 2.640 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.637233
INFO:root:Epoch[84] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[84] Elapsed time 2.688 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.246997
INFO:root:Epoch[85] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[85] Elapsed time 2.689 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.669988
INFO:root:Epoch[86] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[86] Elapsed time 2.721 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.539254
INFO:root:Epoch[87] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.76it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[87] Elapsed time 2.651 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.593476
INFO:root:Epoch[88] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[88] Elapsed time 2.696 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.660400
INFO:root:Epoch[89] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[89] Elapsed time 2.686 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.561377
INFO:root:Epoch[90] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[90] Elapsed time 2.709 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.497707
INFO:root:Epoch[91] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[91] Elapsed time 2.666 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.464132
INFO:root:Epoch[92] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.68it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[92] Elapsed time 2.731 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.510808
INFO:root:Epoch[93] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[93] Elapsed time 2.714 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.621209
INFO:root:Epoch[94] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[94] Elapsed time 2.691 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.439826
INFO:root:Loading parameters from best epoch (84)
INFO:root:Epoch[95] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[95] Elapsed time 2.706 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.572427
INFO:root:Epoch[96] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[96] Elapsed time 2.685 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.609424
INFO:root:Epoch[97] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[97] Elapsed time 2.737 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.459457
INFO:root:Epoch[98] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 38.02it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[98] Elapsed time 2.635 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.567510
INFO:root:Epoch[99] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[99] Elapsed time 2.739 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.239610
INFO:root:Loading parameters from best epoch (99)
INFO:root:Final loss: 6.239610452651977 (occurred at epoch 99)
INFO:root:End model training
Running evaluation: 100%|██████████| 24000/24000 [06:36<00:00, 60.48it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.366384  0.109019  14.959834            0.101153            0.056839   

   seed  epochs  num_batches  
0    51     100          100  
Out[11]:
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed epochs num_batches
0 1.248867 0.105655 13.965085 0.098350 0.058025 42 100 100
0 1.243648 0.105897 13.814923 0.098790 0.057794 43 100 100
0 1.408435 0.109901 14.885622 0.101922 0.058505 44 100 100
0 1.266834 0.107020 13.366846 0.100063 0.058330 45 100 100
0 1.354231 0.109373 16.548189 0.105310 0.063226 46 100 100
0 1.388626 0.108906 16.709962 0.102525 0.057422 47 100 100
0 1.306202 0.107444 14.396940 0.099466 0.057484 48 100 100
0 1.273232 0.106931 13.329161 0.099221 0.059957 49 100 100
0 1.249911 0.106363 13.681802 0.099633 0.057815 50 100 100
0 1.366384 0.109019 14.959834 0.101153 0.056839 51 100 100
In [12]:
!jupyter nbconvert --output-dir="../html_outputs" --to html gluonts-use_multiple_static_feats.ipynb
[NbConvertApp] Converting notebook gluonts-use_multiple_static_feats.ipynb to html
[NbConvertApp] Writing 3776462 bytes to ../html_outputs/gluonts-use_multiple_static_feats.html
In [13]:
results = pd.DataFrame()

for i in range(42, 52):
    print("Seed:", i)
    df = deepar(data="m4_quarterly", seed=i, epochs=200, batches=100)
    pprint(df)
    results = results.append(df)

results
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
Seed: 42
INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=7.94]
INFO:root:Epoch[0] Elapsed time 2.703 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.942105
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.55it/s, avg_epoch_loss=7.42]
INFO:root:Epoch[1] Elapsed time 2.665 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.423096
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.80it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[2] Elapsed time 2.796 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.151132
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.04it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[3] Elapsed time 2.776 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.224844
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[4] Elapsed time 2.662 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.099120
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.70it/s, avg_epoch_loss=7.32]
INFO:root:Epoch[5] Elapsed time 2.655 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.319268
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[6] Elapsed time 2.685 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.190751
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[7] Elapsed time 2.736 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.027769
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.18it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[8] Elapsed time 2.621 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.112471
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.93it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[9] Elapsed time 2.785 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.834794
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.78it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[10] Elapsed time 2.649 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.942741
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.51it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[11] Elapsed time 2.820 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.911343
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.91it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[12] Elapsed time 2.642 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.043922
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[13] Elapsed time 2.714 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.025294
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[14] Elapsed time 2.750 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.863774
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.11it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[15] Elapsed time 2.851 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.794396
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[16] Elapsed time 2.663 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.818382
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.41it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[17] Elapsed time 2.826 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.686519
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[18] Elapsed time 2.698 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.796929
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[19] Elapsed time 2.734 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.796793
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[20] Elapsed time 2.682 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.965801
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[21] Elapsed time 2.721 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.810368
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.84it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[22] Elapsed time 2.792 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.819416
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.27it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[23] Elapsed time 2.617 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.864743
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[24] Elapsed time 2.697 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.445670
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.36it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[25] Elapsed time 2.830 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.726551
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.78it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[26] Elapsed time 2.722 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.729917
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[27] Elapsed time 2.708 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.717501
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.05it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[28] Elapsed time 2.777 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.844546
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[29] Elapsed time 2.672 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.767908
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.85it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[30] Elapsed time 2.792 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.719975
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[31] Elapsed time 2.673 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.677872
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.58it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[32] Elapsed time 2.737 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.522856
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.56it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[33] Elapsed time 2.816 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.665668
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.82it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[34] Elapsed time 2.795 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.644973
INFO:root:Loading parameters from best epoch (24)
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.54it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[35] Elapsed time 2.816 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.946360
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.16it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[36] Elapsed time 2.768 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.582107
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[37] Elapsed time 2.697 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.670232
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.91it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[38] Elapsed time 2.787 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.798485
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[39] Elapsed time 2.732 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.410177
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[40] Elapsed time 2.663 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.739281
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[41] Elapsed time 2.681 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.732502
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.89it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[42] Elapsed time 2.642 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.592463
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.01it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[43] Elapsed time 2.704 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.769933
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.69it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[44] Elapsed time 2.656 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.704324
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.81it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[45] Elapsed time 2.796 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.550009
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 38.27it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[46] Elapsed time 2.616 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.545891
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.36it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[47] Elapsed time 2.832 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.530862
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.59it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[48] Elapsed time 2.813 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.622870
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[49] Elapsed time 2.665 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.610113
INFO:root:Loading parameters from best epoch (39)
INFO:root:Epoch[50] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[50] Elapsed time 2.695 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.855780
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.81it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[51] Elapsed time 2.648 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.530339
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[52] Elapsed time 2.730 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.583855
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.40it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[53] Elapsed time 2.749 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.748544
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.31it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[54] Elapsed time 2.757 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.364630
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[55] Elapsed time 2.681 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.743306
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.60it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[56] Elapsed time 2.735 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.671712
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[57] Elapsed time 2.660 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.645689
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[58] Elapsed time 2.711 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.730445
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.49it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[59] Elapsed time 2.822 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.659102
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:03<00:00, 29.87it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[60] Elapsed time 3.349 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.549885
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 38.12it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[61] Elapsed time 2.625 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.583008
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.49it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[62] Elapsed time 2.742 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.526799
INFO:root:Epoch[63] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[63] Elapsed time 2.677 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.632965
INFO:root:Epoch[64] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[64] Elapsed time 2.676 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.583614
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[65] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[65] Elapsed time 2.702 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.707552
INFO:root:Epoch[66] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[66] Elapsed time 2.701 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.570186
INFO:root:Epoch[67] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[67] Elapsed time 2.709 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.577850
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[68] Elapsed time 2.688 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.708756
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[69] Elapsed time 2.694 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.316092
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[70] Elapsed time 2.682 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.758787
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[71] Elapsed time 2.684 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.754663
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.92it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[72] Elapsed time 2.641 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.648512
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[73] Elapsed time 2.681 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.752397
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.77it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[74] Elapsed time 2.650 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.628327
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[75] Elapsed time 2.708 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.549365
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 38.25it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[76] Elapsed time 2.617 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.585817
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[77] Elapsed time 2.711 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.517616
INFO:root:Epoch[78] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[78] Elapsed time 2.668 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.609657
INFO:root:Epoch[79] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[79] Elapsed time 2.660 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.625192
INFO:root:Loading parameters from best epoch (69)
INFO:root:Epoch[80] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.48it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[80] Elapsed time 2.670 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.776871
INFO:root:Epoch[81] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[81] Elapsed time 2.661 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.495804
INFO:root:Epoch[82] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[82] Elapsed time 2.701 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.598192
INFO:root:Epoch[83] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.86it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[83] Elapsed time 2.644 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.725121
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.81it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[84] Elapsed time 2.649 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.251723
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[85] Elapsed time 2.719 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.754749
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[86] Elapsed time 2.685 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.689662
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[87] Elapsed time 2.683 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.585598
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[88] Elapsed time 2.711 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.662218
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[89] Elapsed time 2.661 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.609397
INFO:root:Epoch[90] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[90] Elapsed time 2.750 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.482698
INFO:root:Epoch[91] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 38.15it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[91] Elapsed time 2.624 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.602102
INFO:root:Epoch[92] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[92] Elapsed time 2.723 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.458818
INFO:root:Epoch[93] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.60it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[93] Elapsed time 2.737 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.697983
INFO:root:Epoch[94] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[94] Elapsed time 2.702 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.708282
INFO:root:Loading parameters from best epoch (84)
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[95] Elapsed time 2.672 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.821097
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[96] Elapsed time 2.689 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.573883
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[97] Elapsed time 2.698 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.539355
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.78it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[98] Elapsed time 2.722 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.743116
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[99] Elapsed time 2.719 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.277699
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[100] Elapsed time 2.751 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.761362
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[101] Elapsed time 2.691 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.709033
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[102] Elapsed time 2.700 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.613512
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[103] Elapsed time 2.689 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.698796
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.15it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[104] Elapsed time 2.769 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.629534
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[105] Elapsed time 2.739 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.510958
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[106] Elapsed time 2.691 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.596463
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.57it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[107] Elapsed time 2.814 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.455138
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.21it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[108] Elapsed time 2.765 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.661186
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[109] Elapsed time 2.689 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.727572
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.80it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[110] Elapsed time 2.796 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.793327
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.18it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[111] Elapsed time 2.845 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.451589
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[112] Elapsed time 2.709 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.506563
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[113] Elapsed time 2.691 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.720778
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[114] Elapsed time 2.675 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.239960
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.08it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[115] Elapsed time 2.774 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.709342
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[116] Elapsed time 2.675 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.676713
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[117] Elapsed time 2.700 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.512777
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.07it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[118] Elapsed time 2.774 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.658254
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[119] Elapsed time 2.694 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.627985
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[120] Elapsed time 2.716 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.508259
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.17it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[121] Elapsed time 2.622 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.556496
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.29it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[122] Elapsed time 2.837 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.398945
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[123] Elapsed time 2.740 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.728270
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[124] Elapsed time 2.731 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=6.670378
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.67it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[125] Elapsed time 2.657 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.671388
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:03<00:00, 31.94it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[126] Elapsed time 3.134 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.587637
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.23it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[127] Elapsed time 2.841 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.616497
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[128] Elapsed time 2.744 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.623572
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.68it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[129] Elapsed time 2.657 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.406049
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[130] Elapsed time 2.697 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.604142
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[131] Elapsed time 2.675 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.746513
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[132] Elapsed time 2.664 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.514315
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.42it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[133] Elapsed time 2.826 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.638770
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.04it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[134] Elapsed time 2.778 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.644229
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.81it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[135] Elapsed time 2.794 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.469418
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.15it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[136] Elapsed time 2.623 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.653251
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[137] Elapsed time 2.751 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.319864
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.69it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[138] Elapsed time 2.656 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.681747
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[139] Elapsed time 2.679 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.601091
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[140] Elapsed time 2.672 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.693275
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[141] Elapsed time 2.658 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.545626
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[142] Elapsed time 2.685 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.548993
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[143] Elapsed time 2.676 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.592759
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.03it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[144] Elapsed time 2.633 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.374816
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.62it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[145] Elapsed time 2.810 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.550133
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[146] Elapsed time 2.679 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.697897
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.08it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[147] Elapsed time 2.775 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.476128
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 34.99it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[148] Elapsed time 2.861 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.635363
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.23it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[149] Elapsed time 2.763 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.588403
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[150] Elapsed time 2.724 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.511591
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.36it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[151] Elapsed time 2.608 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.541224
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[152] Elapsed time 2.703 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.354877
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[153] Elapsed time 2.666 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.637483
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[154] Elapsed time 2.714 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.625358
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.82it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[155] Elapsed time 2.646 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.660835
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[156] Elapsed time 2.693 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.493447
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.03it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[157] Elapsed time 2.779 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.578220
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.61it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[158] Elapsed time 2.811 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.557985
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.83it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[159] Elapsed time 2.646 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.367079
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.68it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[160] Elapsed time 2.805 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.565842
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[161] Elapsed time 2.719 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.694376
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[162] Elapsed time 2.756 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.446833
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.21it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[163] Elapsed time 2.764 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.611179
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[164] Elapsed time 2.754 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.640454
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.36it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[165] Elapsed time 2.753 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.490545
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[166] Elapsed time 2.686 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=6.605504
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.30it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[167] Elapsed time 2.836 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.267573
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.74it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[168] Elapsed time 2.653 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.646645
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.42it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[169] Elapsed time 2.747 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.551806
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.02it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[170] Elapsed time 2.632 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.627855
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[171] Elapsed time 2.720 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.583027
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.05it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[172] Elapsed time 2.776 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.483310
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[173] Elapsed time 2.678 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=6.569068
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.02it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[174] Elapsed time 2.632 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.370998
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[175] Elapsed time 2.677 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.495594
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[176] Elapsed time 2.673 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.613747
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.72it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[177] Elapsed time 2.802 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.455967
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[178] Elapsed time 2.702 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.611269
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.81it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[179] Elapsed time 2.795 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.592274
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.67it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[180] Elapsed time 2.730 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.452152
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.27it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[181] Elapsed time 2.615 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=6.604666
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[182] Elapsed time 2.686 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.243600
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.92it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[183] Elapsed time 2.639 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.627104
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[184] Elapsed time 2.676 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.528203
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.91it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[185] Elapsed time 2.641 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.616250
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[186] Elapsed time 2.755 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.601281
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.48it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[187] Elapsed time 2.672 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.483039
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[188] Elapsed time 2.696 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=6.556047
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.99it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[189] Elapsed time 2.635 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.382670
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[190] Elapsed time 2.705 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.441514
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[191] Elapsed time 2.692 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.642904
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:03<00:00, 32.12it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[192] Elapsed time 3.117 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.452672
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.86it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[193] Elapsed time 2.790 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.619189
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[194] Elapsed time 2.672 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.625142
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.48it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[195] Elapsed time 2.745 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.486942
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.20it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[196] Elapsed time 2.620 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=6.582562
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.01it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[197] Elapsed time 2.706 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.237190
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[198] Elapsed time 2.674 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.661905
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[199] Elapsed time 2.693 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.534891
INFO:root:Loading parameters from best epoch (197)
INFO:root:Final loss: 6.237190370559692 (occurred at epoch 197)
INFO:root:End model training
Running evaluation: 100%|██████████| 24000/24000 [06:36<00:00, 60.54it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.261322  0.105753  13.233006            0.098481            0.056909   

   seed  epochs  num_batches  
0    42     200          100  
Seed: 43
100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=7.87]
INFO:root:Epoch[0] Elapsed time 2.698 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.865177
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.80it/s, avg_epoch_loss=7.5]
INFO:root:Epoch[1] Elapsed time 2.647 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.497635
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.47it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[2] Elapsed time 2.821 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.186385
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=7.21]
INFO:root:Epoch[3] Elapsed time 2.696 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.214492
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[4] Elapsed time 2.680 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.060974
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[5] Elapsed time 2.678 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.259612
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.42it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[6] Elapsed time 2.748 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.086296
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[7] Elapsed time 2.713 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.975951
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.86it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[8] Elapsed time 2.643 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.089249
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.30it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[9] Elapsed time 2.757 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.679936
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.33it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[10] Elapsed time 2.754 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.890603
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 34.92it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[11] Elapsed time 2.867 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.896337
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.29it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[12] Elapsed time 2.618 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.877741
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.98]
INFO:root:Epoch[13] Elapsed time 2.674 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.976740
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.49it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[14] Elapsed time 2.821 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.880461
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[15] Elapsed time 2.691 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.775399
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[16] Elapsed time 2.681 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.767624
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.65it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[17] Elapsed time 2.731 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.637383
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[18] Elapsed time 2.738 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.779466
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.50it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[19] Elapsed time 2.669 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.739645
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[20] Elapsed time 2.734 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.946154
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[21] Elapsed time 2.701 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.766857
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[22] Elapsed time 2.726 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.689870
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[23] Elapsed time 2.674 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.784684
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.25it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[24] Elapsed time 2.762 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.469418
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[25] Elapsed time 2.744 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.708700
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[26] Elapsed time 2.716 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.721295
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.48it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[27] Elapsed time 2.744 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.662942
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[28] Elapsed time 2.729 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.794050
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.73it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[29] Elapsed time 2.802 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.726129
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[30] Elapsed time 2.687 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.584132
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.67it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[31] Elapsed time 2.730 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.561498
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.40it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[32] Elapsed time 2.827 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.536720
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[33] Elapsed time 2.719 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.677860
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.67it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[34] Elapsed time 2.658 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.628814
INFO:root:Loading parameters from best epoch (24)
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[35] Elapsed time 2.674 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.779925
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.64it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[36] Elapsed time 2.658 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.694694
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[37] Elapsed time 2.691 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.619777
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.89it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[38] Elapsed time 2.641 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.751909
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[39] Elapsed time 2.714 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.383099
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[40] Elapsed time 2.690 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.692479
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.27it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[41] Elapsed time 2.760 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.643991
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[42] Elapsed time 2.707 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.631245
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.25it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[43] Elapsed time 2.765 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.715668
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.21it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[44] Elapsed time 2.844 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.695248
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:03<00:00, 30.24it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[45] Elapsed time 3.309 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.581913
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.97it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[46] Elapsed time 2.637 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.568210
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[47] Elapsed time 2.721 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.479578
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[48] Elapsed time 2.686 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.613083
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.50it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[49] Elapsed time 2.669 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.579013
INFO:root:Loading parameters from best epoch (39)
INFO:root:Epoch[50] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[50] Elapsed time 2.688 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.819792
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[51] Elapsed time 2.711 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.571928
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.60it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[52] Elapsed time 2.735 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.569528
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[53] Elapsed time 2.685 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.719365
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[54] Elapsed time 2.723 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.306026
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[55] Elapsed time 2.686 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.710509
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[56] Elapsed time 2.697 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.585117
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.69it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[57] Elapsed time 2.655 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.655129
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.48it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[58] Elapsed time 2.671 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.635352
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[59] Elapsed time 2.695 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.580938
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[60] Elapsed time 2.702 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.526893
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 38.27it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[61] Elapsed time 2.615 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.431321
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.46it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[62] Elapsed time 2.746 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.528278
INFO:root:Epoch[63] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[63] Elapsed time 2.677 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.665890
INFO:root:Epoch[64] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.88it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[64] Elapsed time 2.642 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.569176
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[65] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[65] Elapsed time 2.682 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.696339
INFO:root:Epoch[66] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.85it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[66] Elapsed time 2.645 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.609442
INFO:root:Epoch[67] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[67] Elapsed time 2.717 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.536379
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[68] Elapsed time 2.666 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.655694
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[69] Elapsed time 2.700 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.279788
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[70] Elapsed time 2.682 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.718187
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[71] Elapsed time 2.721 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.621019
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[72] Elapsed time 2.673 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.616780
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[73] Elapsed time 2.711 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.705092
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[74] Elapsed time 2.673 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.596397
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[75] Elapsed time 2.698 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.538474
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.75it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[76] Elapsed time 2.653 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.436810
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[77] Elapsed time 2.737 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.501742
INFO:root:Epoch[78] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[78] Elapsed time 2.725 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.682345
INFO:root:Epoch[79] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[79] Elapsed time 2.710 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.503969
INFO:root:Loading parameters from best epoch (69)
INFO:root:Epoch[80] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.40it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[80] Elapsed time 2.749 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.694750
INFO:root:Epoch[81] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.40it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[81] Elapsed time 2.750 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.581609
INFO:root:Epoch[82] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 34.46it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[82] Elapsed time 2.903 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.530304
INFO:root:Epoch[83] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[83] Elapsed time 2.677 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.609626
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 35.56it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[84] Elapsed time 2.814 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.274360
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.68it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[85] Elapsed time 2.655 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.691083
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[86] Elapsed time 2.736 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.638692
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 38.00it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[87] Elapsed time 2.634 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.612107
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[88] Elapsed time 2.692 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.685891
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[89] Elapsed time 2.736 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.610187
INFO:root:Epoch[90] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[90] Elapsed time 2.696 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.514518
INFO:root:Epoch[91] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.79it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[91] Elapsed time 2.650 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.419688
INFO:root:Epoch[92] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[92] Elapsed time 2.711 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.529675
INFO:root:Epoch[93] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[93] Elapsed time 2.665 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.687054
INFO:root:Epoch[94] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.68it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[94] Elapsed time 2.657 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.578483
INFO:root:Loading parameters from best epoch (84)
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[95] Elapsed time 2.680 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.683654
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.82it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[96] Elapsed time 2.647 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.611457
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[97] Elapsed time 2.700 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.485994
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[98] Elapsed time 2.664 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.648669
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.43it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[99] Elapsed time 2.826 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.269962
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[100] Elapsed time 2.688 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.752486
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.03it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[101] Elapsed time 2.858 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.622447
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[102] Elapsed time 2.679 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.643995
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[103] Elapsed time 2.701 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.642966
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[104] Elapsed time 2.679 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.587531
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[105] Elapsed time 2.714 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.529234
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.04it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[106] Elapsed time 2.632 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.448659
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.33it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[107] Elapsed time 2.756 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.559150
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[108] Elapsed time 2.683 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.664353
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.85it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[109] Elapsed time 2.791 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.560828
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[110] Elapsed time 2.718 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.664650
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:03<00:00, 30.34it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[111] Elapsed time 3.298 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.620861
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 34.54it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[112] Elapsed time 2.898 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.517720
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[113] Elapsed time 2.680 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.620034
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[114] Elapsed time 2.708 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.288066
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.50it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[115] Elapsed time 2.670 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.733782
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[116] Elapsed time 2.712 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.603933
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.18it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[117] Elapsed time 2.768 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.611552
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.32it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[118] Elapsed time 2.834 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.601550
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.38it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[119] Elapsed time 2.751 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.511535
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.44it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[120] Elapsed time 2.748 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.585064
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.69it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[121] Elapsed time 2.656 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.398817
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[122] Elapsed time 2.720 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.515715
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[123] Elapsed time 2.691 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.639777
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.53it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[124] Elapsed time 2.816 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=6.618728
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[125] Elapsed time 2.696 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.625926
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.60it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[126] Elapsed time 2.812 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.586993
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 34.73it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[127] Elapsed time 2.882 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.488096
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.40it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[128] Elapsed time 2.749 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.619399
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[129] Elapsed time 2.734 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.225347
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[130] Elapsed time 2.676 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.667779
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[131] Elapsed time 2.685 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.591341
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.83it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[132] Elapsed time 2.646 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.590124
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[133] Elapsed time 2.698 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.632714
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[134] Elapsed time 2.659 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.588389
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.72it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[135] Elapsed time 2.803 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.533919
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.64it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[136] Elapsed time 2.659 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.379306
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.41it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[137] Elapsed time 2.748 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.510277
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.04it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[138] Elapsed time 2.777 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.700600
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.90it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[139] Elapsed time 2.788 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.491475
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[140] Elapsed time 2.739 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.604786
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[141] Elapsed time 2.685 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.555789
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[142] Elapsed time 2.712 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.479346
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[143] Elapsed time 2.705 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.616072
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[144] Elapsed time 2.676 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.196721
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[145] Elapsed time 2.732 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.670404
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[146] Elapsed time 2.718 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.571978
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 34.38it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[147] Elapsed time 2.910 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.587422
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.23it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[148] Elapsed time 2.762 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.692664
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[149] Elapsed time 2.687 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.589347
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[150] Elapsed time 2.716 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.488079
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.95it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[151] Elapsed time 2.638 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.410495
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.05it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[152] Elapsed time 2.857 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.487306
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.46it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[153] Elapsed time 2.822 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.599966
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.16it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[154] Elapsed time 2.769 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.543202
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[155] Elapsed time 2.674 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.675761
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.01it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[156] Elapsed time 2.705 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.522474
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.56it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[157] Elapsed time 2.738 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.471331
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[158] Elapsed time 2.663 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.616792
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[159] Elapsed time 2.709 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.244096
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[160] Elapsed time 2.682 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.645597
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.27it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[161] Elapsed time 2.759 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.604435
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.19it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[162] Elapsed time 2.766 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.539536
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.29it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[163] Elapsed time 2.757 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.635607
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[164] Elapsed time 2.701 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.630141
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[165] Elapsed time 2.736 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.438643
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[166] Elapsed time 2.711 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=6.438187
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.54it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[167] Elapsed time 2.816 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.399228
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.03it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[168] Elapsed time 2.778 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.587346
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.33it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[169] Elapsed time 2.756 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.473245
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.03it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[170] Elapsed time 2.779 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.705397
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[171] Elapsed time 2.694 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.438349
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[172] Elapsed time 2.718 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.458055
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.14it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[173] Elapsed time 2.769 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=6.643810
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[174] Elapsed time 2.716 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.187453
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[175] Elapsed time 2.757 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.585049
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:03<00:00, 28.91it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[176] Elapsed time 3.462 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.575694
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.98it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[177] Elapsed time 2.636 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.504223
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[178] Elapsed time 2.710 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.616154
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[179] Elapsed time 2.718 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.560002
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.32it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[180] Elapsed time 2.833 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.449884
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[181] Elapsed time 2.664 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=6.415431
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.14it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[182] Elapsed time 2.769 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.450384
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[183] Elapsed time 2.676 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.561814
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.63it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[184] Elapsed time 2.810 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.496786
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[185] Elapsed time 2.731 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.688689
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.77it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[186] Elapsed time 2.649 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.450556
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.82it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[187] Elapsed time 2.794 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.500973
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[188] Elapsed time 2.727 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=6.599735
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[189] Elapsed time 2.698 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.213899
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[190] Elapsed time 2.694 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.621042
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[191] Elapsed time 2.685 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.541982
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.16it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[192] Elapsed time 2.623 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.489435
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.04it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[193] Elapsed time 2.857 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.595824
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[194] Elapsed time 2.683 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.593305
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[195] Elapsed time 2.733 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.429031
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.25it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[196] Elapsed time 2.762 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=6.484258
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.57it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[197] Elapsed time 2.737 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.388887
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[198] Elapsed time 2.662 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.560080
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.15it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[199] Elapsed time 2.768 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.519892
INFO:root:Loading parameters from best epoch (174)
INFO:root:Final loss: 6.187452602386474 (occurred at epoch 174)
INFO:root:End model training
Running evaluation: 100%|██████████| 24000/24000 [06:33<00:00, 60.99it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
     MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  1.2383  0.105517  13.093218            0.098675            0.056466    43   

   epochs  num_batches  
0     200          100  
Seed: 44
100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=8.08]
INFO:root:Epoch[0] Elapsed time 2.705 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.079257
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=7.45]
INFO:root:Epoch[1] Elapsed time 2.680 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.446292
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=7.21]
INFO:root:Epoch[2] Elapsed time 2.698 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.209248
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[3] Elapsed time 2.679 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.149324
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[4] Elapsed time 2.684 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.084701
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=7.3]
INFO:root:Epoch[5] Elapsed time 2.695 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.299801
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=7.13]
INFO:root:Epoch[6] Elapsed time 2.693 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.132530
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[7] Elapsed time 2.711 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.020509
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.16it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[8] Elapsed time 2.622 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.154040
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[9] Elapsed time 2.684 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.741141
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[10] Elapsed time 2.661 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.896366
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[11] Elapsed time 2.710 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.876995
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.04it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[12] Elapsed time 2.633 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.896927
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[13] Elapsed time 2.692 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.020260
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[14] Elapsed time 2.707 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.894772
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[15] Elapsed time 2.710 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.789430
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[16] Elapsed time 2.679 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.871005
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.27it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[17] Elapsed time 2.762 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.718543
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[18] Elapsed time 2.683 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.771236
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[19] Elapsed time 2.713 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.708778
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[20] Elapsed time 2.683 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.912521
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[21] Elapsed time 2.684 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.733324
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[22] Elapsed time 2.732 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.689783
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.81it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[23] Elapsed time 2.647 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.789460
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[24] Elapsed time 2.688 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.528952
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[25] Elapsed time 2.706 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.754033
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.49it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[26] Elapsed time 2.744 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.694253
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[27] Elapsed time 2.675 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.729395
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[28] Elapsed time 2.681 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.782995
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.48it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[29] Elapsed time 2.673 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.689637
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:03<00:00, 30.54it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[30] Elapsed time 3.278 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.697415
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[31] Elapsed time 2.726 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.629714
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[32] Elapsed time 2.732 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.485436
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.15it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[33] Elapsed time 2.768 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.667255
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[34] Elapsed time 2.712 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.540831
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.29it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[35] Elapsed time 2.759 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.705984
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[36] Elapsed time 2.730 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.649549
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[37] Elapsed time 2.708 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.612198
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[38] Elapsed time 2.661 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.702716
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.16it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[39] Elapsed time 2.846 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.377573
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[40] Elapsed time 2.682 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.703300
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[41] Elapsed time 2.744 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.561377
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[42] Elapsed time 2.688 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.703911
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[43] Elapsed time 2.689 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.578751
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[44] Elapsed time 2.684 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.604842
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[45] Elapsed time 2.739 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.626780
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[46] Elapsed time 2.663 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.456842
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[47] Elapsed time 2.731 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.457931
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[48] Elapsed time 2.713 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.579749
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[49] Elapsed time 2.696 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.411096
INFO:root:Loading parameters from best epoch (39)
INFO:root:Epoch[50] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.78it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[50] Elapsed time 2.723 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.731690
INFO:root:Epoch[51] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[51] Elapsed time 2.689 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.641932
INFO:root:Epoch[52] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.41it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[52] Elapsed time 2.750 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.469136
INFO:root:Epoch[53] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[53] Elapsed time 2.733 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.628235
INFO:root:Epoch[54] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[54] Elapsed time 2.718 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.326133
INFO:root:Epoch[55] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.18it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[55] Elapsed time 2.766 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.633649
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[56] Elapsed time 2.684 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.543487
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[57] Elapsed time 2.662 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.606698
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[58] Elapsed time 2.698 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.558693
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[59] Elapsed time 2.706 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.552861
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.68it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[60] Elapsed time 2.729 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.586071
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[61] Elapsed time 2.682 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.416139
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[62] Elapsed time 2.704 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.482233
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[63] Elapsed time 2.673 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.581940
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[64] Elapsed time 2.697 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.433123
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[65] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[65] Elapsed time 2.701 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.624070
INFO:root:Epoch[66] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[66] Elapsed time 2.662 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.608150
INFO:root:Epoch[67] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.70it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[67] Elapsed time 2.804 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.481771
INFO:root:Epoch[68] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 38.22it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[68] Elapsed time 2.621 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.607652
INFO:root:Epoch[69] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.58it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[69] Elapsed time 2.737 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.271929
INFO:root:Epoch[70] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[70] Elapsed time 2.690 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.622504
INFO:root:Epoch[71] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.02it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[71] Elapsed time 2.859 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.544748
INFO:root:Epoch[72] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[72] Elapsed time 2.689 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.608002
INFO:root:Epoch[73] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.47it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[73] Elapsed time 2.821 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.547584
INFO:root:Epoch[74] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[74] Elapsed time 2.680 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.505148
INFO:root:Epoch[75] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.05it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[75] Elapsed time 2.857 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.508561
INFO:root:Epoch[76] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[76] Elapsed time 2.710 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.380082
INFO:root:Epoch[77] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.33it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[77] Elapsed time 2.833 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.429675
INFO:root:Epoch[78] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[78] Elapsed time 2.731 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.627721
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[79] Elapsed time 2.752 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.432741
INFO:root:Loading parameters from best epoch (69)
INFO:root:Epoch[80] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.26it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[80] Elapsed time 2.760 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.581134
INFO:root:Epoch[81] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[81] Elapsed time 2.718 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.576675
INFO:root:Epoch[82] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.36it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[82] Elapsed time 2.754 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.368713
INFO:root:Epoch[83] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[83] Elapsed time 2.664 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.625733
INFO:root:Epoch[84] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.26it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[84] Elapsed time 2.760 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.225788
INFO:root:Epoch[85] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[85] Elapsed time 2.663 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.630827
INFO:root:Epoch[86] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[86] Elapsed time 2.698 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.543584
INFO:root:Epoch[87] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[87] Elapsed time 2.686 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.585560
INFO:root:Epoch[88] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[88] Elapsed time 2.687 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.550778
INFO:root:Epoch[89] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[89] Elapsed time 2.690 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.497659
INFO:root:Epoch[90] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[90] Elapsed time 2.710 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.526448
INFO:root:Epoch[91] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.66it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[91] Elapsed time 2.659 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.415611
INFO:root:Epoch[92] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[92] Elapsed time 2.712 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.485984
INFO:root:Epoch[93] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[93] Elapsed time 2.696 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.634099
INFO:root:Epoch[94] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.75it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[94] Elapsed time 2.651 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.394402
INFO:root:Loading parameters from best epoch (84)
INFO:root:Epoch[95] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 35.84it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[95] Elapsed time 2.792 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.593398
INFO:root:Epoch[96] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:03<00:00, 31.09it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[96] Elapsed time 3.218 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.564137
INFO:root:Epoch[97] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.73it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[97] Elapsed time 2.726 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.414021
INFO:root:Epoch[98] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 38.16it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[98] Elapsed time 2.624 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.571436
INFO:root:Epoch[99] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.04it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[99] Elapsed time 2.777 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.204809
INFO:root:Epoch[100] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[100] Elapsed time 2.698 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.652687
INFO:root:Epoch[101] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[101] Elapsed time 2.738 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.506634
INFO:root:Epoch[102] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.43it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[102] Elapsed time 2.748 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.592765
INFO:root:Epoch[103] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[103] Elapsed time 2.696 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.550651
INFO:root:Epoch[104] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[104] Elapsed time 2.718 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.473409
INFO:root:Epoch[105] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.18it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[105] Elapsed time 2.767 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.498476
INFO:root:Epoch[106] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[106] Elapsed time 2.678 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.314945
INFO:root:Epoch[107] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[107] Elapsed time 2.724 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.455387
INFO:root:Epoch[108] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[108] Elapsed time 2.691 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.629893
INFO:root:Epoch[109] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[109] Elapsed time 2.697 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.418959
INFO:root:Loading parameters from best epoch (99)
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.84it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[110] Elapsed time 2.792 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.583259
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.50it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[111] Elapsed time 2.670 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.569810
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[112] Elapsed time 2.721 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.381329
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.11it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[113] Elapsed time 2.772 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.590599
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.47it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[114] Elapsed time 2.822 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.191279
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.63it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[115] Elapsed time 2.809 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.674193
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[116] Elapsed time 2.698 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.521922
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[117] Elapsed time 2.659 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.631031
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[118] Elapsed time 2.701 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.548252
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[119] Elapsed time 2.690 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.473284
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[120] Elapsed time 2.717 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.488615
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[121] Elapsed time 2.734 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.347586
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.41it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[122] Elapsed time 2.748 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.458934
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[123] Elapsed time 2.701 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.616651
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[124] Elapsed time 2.672 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=6.460865
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[125] Elapsed time 2.678 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.560097
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[126] Elapsed time 2.674 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.582625
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.78it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[127] Elapsed time 2.721 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.400304
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[128] Elapsed time 2.729 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.508646
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[129] Elapsed time 2.719 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.184238
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[130] Elapsed time 2.712 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.623929
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.15it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[131] Elapsed time 2.770 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.516030
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[132] Elapsed time 2.662 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.549176
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.93it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[133] Elapsed time 2.787 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.561719
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.67it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[134] Elapsed time 2.731 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.486755
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.58it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[135] Elapsed time 2.737 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.504943
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[136] Elapsed time 2.680 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.365340
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[137] Elapsed time 2.740 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.465104
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[138] Elapsed time 2.713 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.615115
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[139] Elapsed time 2.694 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.410937
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[140] Elapsed time 2.733 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.564921
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.93it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[141] Elapsed time 2.787 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.546988
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.37it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[142] Elapsed time 2.751 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.396549
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[143] Elapsed time 2.689 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.565232
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.00it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[144] Elapsed time 2.779 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.172523
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.88it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[145] Elapsed time 2.642 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.627436
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.66it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[146] Elapsed time 2.808 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.449026
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.36it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[147] Elapsed time 2.754 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.567883
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[148] Elapsed time 2.713 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.601327
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[149] Elapsed time 2.682 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.439877
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[150] Elapsed time 2.704 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.525049
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.52it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[151] Elapsed time 2.741 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.348775
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.00it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[152] Elapsed time 2.781 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.431057
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[153] Elapsed time 2.702 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.602267
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[154] Elapsed time 2.691 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.433316
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[155] Elapsed time 2.689 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.525889
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[156] Elapsed time 2.696 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.582237
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.43it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[157] Elapsed time 2.825 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.371600
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.25it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[158] Elapsed time 2.617 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.553050
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.23it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[159] Elapsed time 2.762 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.194028
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[160] Elapsed time 2.682 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.615220
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:03<00:00, 32.90it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[161] Elapsed time 3.044 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.469668
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:03<00:00, 32.71it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[162] Elapsed time 3.059 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.571026
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[163] Elapsed time 2.687 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.552506
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.35it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[164] Elapsed time 2.754 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.449438
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[165] Elapsed time 2.705 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.489294
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.29it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[166] Elapsed time 2.758 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=6.291593
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[167] Elapsed time 2.697 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.420157
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[168] Elapsed time 2.682 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.672471
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[169] Elapsed time 2.696 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.390785
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.01it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[170] Elapsed time 2.705 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.569898
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[171] Elapsed time 2.677 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.577110
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[172] Elapsed time 2.709 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.326397
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.41it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[173] Elapsed time 2.607 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=6.535395
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[174] Elapsed time 2.707 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.162818
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[175] Elapsed time 2.691 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.568827
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[176] Elapsed time 2.728 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.476875
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.78it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[177] Elapsed time 2.650 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.543363
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.65it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[178] Elapsed time 2.731 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.533264
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[179] Elapsed time 2.703 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.443884
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[180] Elapsed time 2.721 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.457465
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.66it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[181] Elapsed time 2.658 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=6.275618
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[182] Elapsed time 2.732 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.388783
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[183] Elapsed time 2.711 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.592145
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[184] Elapsed time 2.707 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.402526
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[185] Elapsed time 2.721 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.555702
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[186] Elapsed time 2.691 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.453062
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.49it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[187] Elapsed time 2.742 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.380073
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.66it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[188] Elapsed time 2.658 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=6.519547
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.27it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[189] Elapsed time 2.759 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.137768
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[190] Elapsed time 2.663 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.557294
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[191] Elapsed time 2.708 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.426766
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[192] Elapsed time 2.661 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.478747
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[193] Elapsed time 2.678 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.575539
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.53it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[194] Elapsed time 2.667 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.435186
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.95it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[195] Elapsed time 2.785 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.414305
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.91it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[196] Elapsed time 2.641 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=6.313695
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[197] Elapsed time 2.723 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.430623
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[198] Elapsed time 2.712 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.506550
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.64it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[199] Elapsed time 2.658 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.380393
INFO:root:Loading parameters from best epoch (189)
INFO:root:Final loss: 6.137768058776856 (occurred at epoch 189)
INFO:root:End model training
Running evaluation: 100%|██████████| 24000/24000 [06:34<00:00, 60.76it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.212216  0.104063  12.384687            0.096545            0.056313   

   seed  epochs  num_batches  
0    44     200          100  
Seed: 45
100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=7.92]
INFO:root:Epoch[0] Elapsed time 2.694 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.920122
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=7.5]
INFO:root:Epoch[1] Elapsed time 2.677 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.499560
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=7.3]
INFO:root:Epoch[2] Elapsed time 2.707 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.300397
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[3] Elapsed time 2.693 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.263427
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.12it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[4] Elapsed time 2.771 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.138301
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=7.31]
INFO:root:Epoch[5] Elapsed time 2.686 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.311311
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[6] Elapsed time 2.679 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.114132
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.73it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[7] Elapsed time 2.725 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.030271
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.68it/s, avg_epoch_loss=7.15]
INFO:root:Epoch[8] Elapsed time 2.656 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.148036
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[9] Elapsed time 2.707 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.784360
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=6.99]
INFO:root:Epoch[10] Elapsed time 2.698 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.991482
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=7]
INFO:root:Epoch[11] Elapsed time 2.663 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.995973
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=7]
INFO:root:Epoch[12] Elapsed time 2.727 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.996725
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=7.05]
INFO:root:Epoch[13] Elapsed time 2.682 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.045452
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.27it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[14] Elapsed time 2.759 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.936773
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:03<00:00, 30.63it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[15] Elapsed time 3.267 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.802596
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.47it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[16] Elapsed time 2.601 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.935158
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[17] Elapsed time 2.731 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.763803
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[18] Elapsed time 2.688 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.794946
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[19] Elapsed time 2.679 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.850105
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[20] Elapsed time 2.696 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=7.121811
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[21] Elapsed time 2.667 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.609259
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[22] Elapsed time 2.703 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.894310
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[23] Elapsed time 2.717 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.902745
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.88it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[24] Elapsed time 2.642 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.543702
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.43it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[25] Elapsed time 2.747 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.806158
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[26] Elapsed time 2.688 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.722578
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[27] Elapsed time 2.712 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.721603
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[28] Elapsed time 2.727 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.869748
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[29] Elapsed time 2.679 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.778415
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.38it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[30] Elapsed time 2.753 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.670422
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.01it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[31] Elapsed time 2.632 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.721935
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.01it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[32] Elapsed time 2.781 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.524527
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[33] Elapsed time 2.671 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.640189
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[34] Elapsed time 2.664 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.757123
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[35] Elapsed time 2.661 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.898319
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.71it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[36] Elapsed time 2.655 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.494417
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[37] Elapsed time 2.715 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.666554
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[38] Elapsed time 2.663 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.745891
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[39] Elapsed time 2.690 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.399629
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[40] Elapsed time 2.697 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.639338
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.64it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[41] Elapsed time 2.659 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.640287
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.76it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[42] Elapsed time 2.651 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.576467
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[43] Elapsed time 2.672 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.699647
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.51it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[44] Elapsed time 2.668 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.643244
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[45] Elapsed time 2.734 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.537565
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.28it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[46] Elapsed time 2.616 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.576679
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[47] Elapsed time 2.725 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.482438
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[48] Elapsed time 2.674 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.617683
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[49] Elapsed time 2.678 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.596583
INFO:root:Loading parameters from best epoch (39)
INFO:root:Epoch[50] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[50] Elapsed time 2.676 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.767306
INFO:root:Epoch[51] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.83it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[51] Elapsed time 2.647 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.583199
INFO:root:Epoch[52] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[52] Elapsed time 2.703 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.572387
INFO:root:Epoch[53] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.72it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[53] Elapsed time 2.655 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.654369
INFO:root:Epoch[54] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[54] Elapsed time 2.695 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.354091
INFO:root:Epoch[55] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[55] Elapsed time 2.709 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.638603
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[56] Elapsed time 2.703 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.639309
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[57] Elapsed time 2.664 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.538508
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[58] Elapsed time 2.702 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.703904
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[59] Elapsed time 2.689 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.646794
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.72it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[60] Elapsed time 2.725 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.513641
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 38.34it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[61] Elapsed time 2.610 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.481434
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.21it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[62] Elapsed time 2.766 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.477158
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[63] Elapsed time 2.681 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.551603
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[64] Elapsed time 2.703 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.568974
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[65] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[65] Elapsed time 2.703 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.739656
INFO:root:Epoch[66] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[66] Elapsed time 2.678 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.547382
INFO:root:Epoch[67] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[67] Elapsed time 2.716 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.496027
INFO:root:Epoch[68] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[68] Elapsed time 2.677 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.692964
INFO:root:Epoch[69] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[69] Elapsed time 2.683 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.257921
INFO:root:Epoch[70] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[70] Elapsed time 2.692 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.656764
INFO:root:Epoch[71] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[71] Elapsed time 2.701 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.632819
INFO:root:Epoch[72] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 38.09it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[72] Elapsed time 2.628 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.492096
INFO:root:Epoch[73] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[73] Elapsed time 2.712 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.670853
INFO:root:Epoch[74] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[74] Elapsed time 2.660 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.625357
INFO:root:Epoch[75] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[75] Elapsed time 2.686 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.487152
INFO:root:Epoch[76] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 38.22it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[76] Elapsed time 2.619 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.521171
INFO:root:Epoch[77] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[77] Elapsed time 2.714 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.471409
INFO:root:Epoch[78] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[78] Elapsed time 2.682 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.520234
INFO:root:Epoch[79] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[79] Elapsed time 2.665 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.584654
INFO:root:Loading parameters from best epoch (69)
INFO:root:Epoch[80] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.64it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[80] Elapsed time 2.660 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.749841
INFO:root:Epoch[81] Learning rate is 0.000125
100%|██████████| 100/100 [00:03<00:00, 32.60it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[81] Elapsed time 3.071 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.443236
INFO:root:Epoch[82] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 34.16it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[82] Elapsed time 2.931 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.515173
INFO:root:Epoch[83] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[83] Elapsed time 2.683 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.657371
INFO:root:Epoch[84] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[84] Elapsed time 2.663 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.207726
INFO:root:Epoch[85] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.73it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[85] Elapsed time 2.801 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.682232
INFO:root:Epoch[86] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.93it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[86] Elapsed time 2.785 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.636413
INFO:root:Epoch[87] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.46it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[87] Elapsed time 2.745 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.459846
INFO:root:Epoch[88] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.48it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[88] Elapsed time 2.821 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.649727
INFO:root:Epoch[89] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[89] Elapsed time 2.703 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.564543
INFO:root:Epoch[90] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.80it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[90] Elapsed time 2.797 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.449227
INFO:root:Epoch[91] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 38.10it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[91] Elapsed time 2.628 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.480684
INFO:root:Epoch[92] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.38it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[92] Elapsed time 2.753 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.437650
INFO:root:Epoch[93] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[93] Elapsed time 2.691 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.599815
INFO:root:Epoch[94] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[94] Elapsed time 2.676 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.537138
INFO:root:Loading parameters from best epoch (84)
INFO:root:Epoch[95] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[95] Elapsed time 2.677 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.742453
INFO:root:Epoch[96] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[96] Elapsed time 2.688 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.376598
INFO:root:Epoch[97] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[97] Elapsed time 2.715 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.500089
INFO:root:Epoch[98] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[98] Elapsed time 2.693 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.695989
INFO:root:Epoch[99] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[99] Elapsed time 2.694 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.201632
INFO:root:Epoch[100] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[100] Elapsed time 2.733 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.711804
INFO:root:Epoch[101] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[101] Elapsed time 2.690 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.577753
INFO:root:Epoch[102] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.68it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[102] Elapsed time 2.657 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.517550
INFO:root:Epoch[103] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.55it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[103] Elapsed time 2.666 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.635502
INFO:root:Epoch[104] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.84it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[104] Elapsed time 2.645 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.571811
INFO:root:Epoch[105] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[105] Elapsed time 2.707 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.455058
INFO:root:Epoch[106] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 38.58it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[106] Elapsed time 2.596 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.510153
INFO:root:Epoch[107] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[107] Elapsed time 2.728 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.452716
INFO:root:Epoch[108] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[108] Elapsed time 2.662 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.560735
INFO:root:Epoch[109] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[109] Elapsed time 2.693 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.614784
INFO:root:Loading parameters from best epoch (99)
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[110] Elapsed time 2.700 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.775193
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[111] Elapsed time 2.658 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.365424
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[112] Elapsed time 2.706 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.545225
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[113] Elapsed time 2.666 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.601484
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[114] Elapsed time 2.661 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.226936
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[115] Elapsed time 2.677 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.644152
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[116] Elapsed time 2.667 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.589481
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.72it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[117] Elapsed time 2.654 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.505085
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[118] Elapsed time 2.679 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.603682
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[119] Elapsed time 2.661 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.545700
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[120] Elapsed time 2.713 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.467361
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.24it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[121] Elapsed time 2.618 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.518151
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[122] Elapsed time 2.694 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.301794
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[123] Elapsed time 2.675 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.600619
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[124] Elapsed time 2.692 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=6.607965
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[125] Elapsed time 2.680 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.714975
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[126] Elapsed time 2.688 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.421528
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[127] Elapsed time 2.701 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.530694
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[128] Elapsed time 2.678 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.674028
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.74it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[129] Elapsed time 2.654 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.209848
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[130] Elapsed time 2.699 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.600977
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[131] Elapsed time 2.667 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.644973
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.92it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[132] Elapsed time 2.641 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.475715
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[133] Elapsed time 2.680 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.610314
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[134] Elapsed time 2.682 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.565743
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[135] Elapsed time 2.732 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.385017
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.22it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[136] Elapsed time 2.618 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.497077
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[137] Elapsed time 2.735 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.365655
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[138] Elapsed time 2.688 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.628591
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[139] Elapsed time 2.663 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.564508
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[140] Elapsed time 2.688 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.662586
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[141] Elapsed time 2.661 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.451083
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[142] Elapsed time 2.687 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.489732
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[143] Elapsed time 2.705 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.625490
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[144] Elapsed time 2.682 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.184490
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[145] Elapsed time 2.734 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.570016
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[146] Elapsed time 2.695 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.616791
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[147] Elapsed time 2.676 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.491106
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:03<00:00, 30.49it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[148] Elapsed time 3.283 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.605919
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[149] Elapsed time 2.681 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.648226
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.65it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[150] Elapsed time 2.732 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.419743
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.03it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[151] Elapsed time 2.633 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.420273
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[152] Elapsed time 2.741 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.433425
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[153] Elapsed time 2.695 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.584439
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[154] Elapsed time 2.720 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.516888
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[155] Elapsed time 2.701 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.573506
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[156] Elapsed time 2.713 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.506113
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[157] Elapsed time 2.745 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.435567
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[158] Elapsed time 2.662 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.576761
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[159] Elapsed time 2.687 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.148702
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[160] Elapsed time 2.682 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.644340
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[161] Elapsed time 2.718 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.554030
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.74it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[162] Elapsed time 2.651 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.501543
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[163] Elapsed time 2.687 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.626035
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[164] Elapsed time 2.658 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.583505
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[165] Elapsed time 2.722 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.402850
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.13it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[166] Elapsed time 2.625 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=6.397431
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[167] Elapsed time 2.696 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.415918
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[168] Elapsed time 2.658 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.563359
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.55it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[169] Elapsed time 2.667 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.514530
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[170] Elapsed time 2.660 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.654549
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.91it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[171] Elapsed time 2.640 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.462092
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[172] Elapsed time 2.686 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.483027
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[173] Elapsed time 2.672 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=6.614659
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.78it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[174] Elapsed time 2.649 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.172282
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[175] Elapsed time 2.715 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.575993
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[176] Elapsed time 2.675 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.561520
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.51it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[177] Elapsed time 2.668 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.451778
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.57it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[178] Elapsed time 2.737 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.647963
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[179] Elapsed time 2.670 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.603395
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[180] Elapsed time 2.725 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.454745
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.38it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[181] Elapsed time 2.608 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=6.473003
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[182] Elapsed time 2.716 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.387575
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.72it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[183] Elapsed time 2.655 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.532725
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.48it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[184] Elapsed time 2.672 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.544832
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.01it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[185] Elapsed time 2.705 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.665429
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[186] Elapsed time 2.672 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.377937
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[187] Elapsed time 2.719 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.416548
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[188] Elapsed time 2.677 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=6.583736
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[189] Elapsed time 2.696 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.196348
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[190] Elapsed time 2.678 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.597176
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[191] Elapsed time 2.682 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.533758
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.91it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[192] Elapsed time 2.642 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.446264
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[193] Elapsed time 2.687 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.645011
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[194] Elapsed time 2.662 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.535247
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[195] Elapsed time 2.719 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.373902
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.23it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[196] Elapsed time 2.618 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=6.470516
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[197] Elapsed time 2.718 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.367762
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[198] Elapsed time 2.675 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.479303
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[199] Elapsed time 2.675 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.486531
INFO:root:Loading parameters from best epoch (159)
INFO:root:Final loss: 6.148702063560486 (occurred at epoch 159)
INFO:root:End model training
Running evaluation: 100%|██████████| 24000/24000 [06:34<00:00, 60.78it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
     MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  1.2342  0.105442  12.786743            0.098464            0.056669    45   

   epochs  num_batches  
0     200          100  
Seed: 46
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=8.16]
INFO:root:Epoch[0] Elapsed time 2.683 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.161189
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 33.89it/s, avg_epoch_loss=7.47]
INFO:root:Epoch[1] Elapsed time 2.953 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.465648
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:03<00:00, 31.89it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[2] Elapsed time 3.139 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.137339
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[3] Elapsed time 2.724 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.173562
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.84it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[4] Elapsed time 2.644 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.073528
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=7.32]
INFO:root:Epoch[5] Elapsed time 2.672 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.324435
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.20it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[6] Elapsed time 2.621 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.088240
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[7] Elapsed time 2.719 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.010915
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[8] Elapsed time 2.682 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.170348
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[9] Elapsed time 2.695 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.823311
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.76it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[10] Elapsed time 2.650 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.951375
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[11] Elapsed time 2.708 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.933106
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.10it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[12] Elapsed time 2.628 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.877270
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.26it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[13] Elapsed time 2.838 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.015189
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.80it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[14] Elapsed time 2.797 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.884258
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[15] Elapsed time 2.700 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.898707
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[16] Elapsed time 2.731 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.861552
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[17] Elapsed time 2.751 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.688095
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.28it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[18] Elapsed time 2.759 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.820093
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[19] Elapsed time 2.720 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.770107
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[20] Elapsed time 2.721 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=7.068791
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[21] Elapsed time 2.700 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.837092
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.92it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[22] Elapsed time 2.788 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.741533
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.48it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[23] Elapsed time 2.672 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.844127
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.48it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[24] Elapsed time 2.744 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.493638
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[25] Elapsed time 2.684 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.775388
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[26] Elapsed time 2.682 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.641988
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[27] Elapsed time 2.702 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.756501
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 34.91it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[28] Elapsed time 2.867 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.831673
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.92it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[29] Elapsed time 2.787 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.765686
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.97it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[30] Elapsed time 2.784 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.673153
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.21it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[31] Elapsed time 2.620 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.636264
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[32] Elapsed time 2.715 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.605355
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[33] Elapsed time 2.685 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.690704
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[34] Elapsed time 2.665 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.634160
INFO:root:Loading parameters from best epoch (24)
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[35] Elapsed time 2.678 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.892367
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 38.29it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[36] Elapsed time 2.614 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.748116
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[37] Elapsed time 2.728 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.677912
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[38] Elapsed time 2.685 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.681551
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[39] Elapsed time 2.692 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.396300
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[40] Elapsed time 2.691 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.734672
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 34.88it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[41] Elapsed time 2.869 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.681779
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.51it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[42] Elapsed time 2.818 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.756559
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.10it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[43] Elapsed time 2.772 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.777333
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[44] Elapsed time 2.705 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.707055
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.66it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[45] Elapsed time 2.807 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.620018
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[46] Elapsed time 2.696 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.555498
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.09it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[47] Elapsed time 2.774 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.577131
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[48] Elapsed time 2.701 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.616424
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[49] Elapsed time 2.680 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.581102
INFO:root:Loading parameters from best epoch (39)
INFO:root:Epoch[50] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[50] Elapsed time 2.713 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.779088
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[51] Elapsed time 2.687 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.702798
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 34.70it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[52] Elapsed time 2.885 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.633307
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.64it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[53] Elapsed time 2.808 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.716344
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.32it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[54] Elapsed time 2.756 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.322996
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.37it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[55] Elapsed time 2.830 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.750395
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.85it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[56] Elapsed time 2.793 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.635061
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.87it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[57] Elapsed time 2.642 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.753327
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.36it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[58] Elapsed time 2.754 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.746602
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[59] Elapsed time 2.678 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.636636
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[60] Elapsed time 2.701 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.676620
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[61] Elapsed time 2.708 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.487643
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[62] Elapsed time 2.712 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.520898
INFO:root:Epoch[63] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[63] Elapsed time 2.667 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.716678
INFO:root:Epoch[64] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[64] Elapsed time 2.664 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.512618
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[65] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[65] Elapsed time 2.667 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.768851
INFO:root:Epoch[66] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.33it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[66] Elapsed time 2.756 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.706967
INFO:root:Epoch[67] Learning rate is 0.000125
100%|██████████| 100/100 [00:03<00:00, 29.49it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[67] Elapsed time 3.395 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.530485
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[68] Elapsed time 2.732 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.699952
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[69] Elapsed time 2.708 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.367970
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.27it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[70] Elapsed time 2.760 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.721567
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.73it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[71] Elapsed time 2.802 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.663357
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.75it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[72] Elapsed time 2.651 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.751208
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.33it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[73] Elapsed time 2.756 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.652305
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.25it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[74] Elapsed time 2.762 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.578136
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[75] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[75] Elapsed time 2.722 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.642977
INFO:root:Epoch[76] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 38.08it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[76] Elapsed time 2.628 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.503569
INFO:root:Epoch[77] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[77] Elapsed time 2.723 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.639618
INFO:root:Epoch[78] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[78] Elapsed time 2.673 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.784231
INFO:root:Epoch[79] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.48it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[79] Elapsed time 2.671 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.592962
INFO:root:Epoch[80] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[80] Elapsed time 2.729 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.763739
INFO:root:Epoch[81] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.69it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[81] Elapsed time 2.655 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.692728
INFO:root:Epoch[82] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.72it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[82] Elapsed time 2.725 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.501066
INFO:root:Epoch[83] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[83] Elapsed time 2.702 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.686873
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[84] Elapsed time 2.690 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.347698
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[85] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[85] Elapsed time 2.672 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.787123
INFO:root:Epoch[86] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.28it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[86] Elapsed time 2.759 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.630565
INFO:root:Epoch[87] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[87] Elapsed time 2.687 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.742745
INFO:root:Epoch[88] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[88] Elapsed time 2.697 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.696431
INFO:root:Epoch[89] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.50it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[89] Elapsed time 2.743 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.610553
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[90] Elapsed time 2.734 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.659409
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.10it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[91] Elapsed time 2.627 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.496628
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[92] Elapsed time 2.739 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.596684
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.07it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[93] Elapsed time 2.775 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.762014
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.42it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[94] Elapsed time 2.750 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.612262
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[95] Elapsed time 2.701 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.767054
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.94it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[96] Elapsed time 2.786 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.591911
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[97] Elapsed time 2.719 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.551117
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.73it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[98] Elapsed time 2.654 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.677464
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.43it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[99] Elapsed time 2.824 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.344283
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[100] Elapsed time 2.679 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.741550
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[101] Elapsed time 2.709 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.626753
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[102] Elapsed time 2.689 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.683814
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[103] Elapsed time 2.710 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.730753
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[104] Elapsed time 2.723 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.617904
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.78it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[105] Elapsed time 2.722 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.616748
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[106] Elapsed time 2.693 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.511733
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.82it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[107] Elapsed time 2.796 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.582131
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[108] Elapsed time 2.695 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.689963
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[109] Elapsed time 2.664 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.533547
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[110] Elapsed time 2.696 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.703210
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[111] Elapsed time 2.678 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.691786
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 34.86it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[112] Elapsed time 2.871 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.555688
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[113] Elapsed time 2.674 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.688500
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.05it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[114] Elapsed time 2.856 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.362048
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[115] Elapsed time 2.699 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.716843
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.08it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[116] Elapsed time 2.775 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.631686
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.72it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[117] Elapsed time 2.654 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.709828
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.85it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[118] Elapsed time 2.793 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.613085
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[119] Elapsed time 2.703 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.626898
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.33it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[120] Elapsed time 2.833 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.580629
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.90it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[121] Elapsed time 2.640 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.428546
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.31it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[122] Elapsed time 2.758 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.624286
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.42it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[123] Elapsed time 2.748 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.725434
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.51it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[124] Elapsed time 2.668 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=6.488775
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[125] Elapsed time 2.739 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.710407
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[126] Elapsed time 2.691 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.612435
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[127] Elapsed time 2.721 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.545143
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[128] Elapsed time 2.701 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.702066
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.93it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[129] Elapsed time 2.786 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.303045
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.40it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[130] Elapsed time 2.827 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.693499
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[131] Elapsed time 2.739 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.609939
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[132] Elapsed time 2.684 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.614077
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:03<00:00, 30.33it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[133] Elapsed time 3.299 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.719478
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[134] Elapsed time 2.706 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.673744
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.13it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[135] Elapsed time 2.771 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.508507
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.23it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[136] Elapsed time 2.764 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.500914
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.03it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[137] Elapsed time 2.777 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.445653
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[138] Elapsed time 2.716 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.690012
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[139] Elapsed time 2.682 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.542593
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.43it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[140] Elapsed time 2.749 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.705500
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[141] Elapsed time 2.714 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.593424
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.45it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[142] Elapsed time 2.748 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.518198
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.30it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[143] Elapsed time 2.757 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.674255
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.64it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[144] Elapsed time 2.809 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.267322
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[145] Elapsed time 2.687 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.718875
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[146] Elapsed time 2.681 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.578747
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[147] Elapsed time 2.717 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.612789
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[148] Elapsed time 2.699 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.700799
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[149] Elapsed time 2.700 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.609413
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[150] Elapsed time 2.733 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.558027
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[151] Elapsed time 2.754 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.467618
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[152] Elapsed time 2.714 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.528804
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[153] Elapsed time 2.693 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.603944
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[154] Elapsed time 2.662 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.547058
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[155] Elapsed time 2.694 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.658125
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[156] Elapsed time 2.677 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.588610
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.40it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[157] Elapsed time 2.750 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.493229
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[158] Elapsed time 2.722 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.653015
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.17it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[159] Elapsed time 2.846 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.269739
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[160] Elapsed time 2.682 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.651760
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.77it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[161] Elapsed time 2.798 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.604062
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[162] Elapsed time 2.684 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.625603
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[163] Elapsed time 2.719 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.658294
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[164] Elapsed time 2.683 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.588843
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.09it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[165] Elapsed time 2.774 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.582324
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.37it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[166] Elapsed time 2.752 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=6.434282
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.03it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[167] Elapsed time 2.859 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.517087
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.29it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[168] Elapsed time 2.758 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.681304
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[169] Elapsed time 2.688 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.518145
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.44it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[170] Elapsed time 2.824 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.628899
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[171] Elapsed time 2.723 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.638733
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.42it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[172] Elapsed time 2.826 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.468116
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[173] Elapsed time 2.689 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=6.618940
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[174] Elapsed time 2.716 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.241354
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[175] Elapsed time 2.690 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.654457
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.91it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[176] Elapsed time 2.787 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.546396
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[177] Elapsed time 2.755 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.622415
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.48it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[178] Elapsed time 2.744 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.685903
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[179] Elapsed time 2.699 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.543323
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[180] Elapsed time 2.744 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.589253
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[181] Elapsed time 2.673 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=6.425162
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.54it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[182] Elapsed time 2.816 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.468161
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[183] Elapsed time 2.718 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.637872
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[184] Elapsed time 2.708 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.447948
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[185] Elapsed time 2.740 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.646866
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.15it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[186] Elapsed time 2.769 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.610668
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[187] Elapsed time 2.745 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.474247
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[188] Elapsed time 2.683 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=6.625774
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.92it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[189] Elapsed time 2.787 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.253967
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[190] Elapsed time 2.691 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.660852
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.15it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[191] Elapsed time 2.770 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.549765
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[192] Elapsed time 2.677 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.604399
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.38it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[193] Elapsed time 2.751 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.651375
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[194] Elapsed time 2.720 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.550058
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.50it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[195] Elapsed time 2.744 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.541669
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[196] Elapsed time 2.682 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=6.397938
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.51it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[197] Elapsed time 2.741 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.505452
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:03<00:00, 31.70it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[198] Elapsed time 3.157 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.600874
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 34.30it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[199] Elapsed time 2.917 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.496119
INFO:root:Loading parameters from best epoch (174)
INFO:root:Final loss: 6.241353516578674 (occurred at epoch 174)
INFO:root:End model training
Running evaluation: 100%|██████████| 24000/24000 [06:35<00:00, 60.69it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.251808  0.105656  13.383976            0.098684            0.056591   

   seed  epochs  num_batches  
0    46     200          100  
Seed: 47
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=7.84]
INFO:root:Epoch[0] Elapsed time 2.696 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.835142
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=7.48]
INFO:root:Epoch[1] Elapsed time 2.688 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.479339
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.32it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[2] Elapsed time 2.755 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.202401
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=7.23]
INFO:root:Epoch[3] Elapsed time 2.699 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.229641
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[4] Elapsed time 2.677 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.094886
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=7.27]
INFO:root:Epoch[5] Elapsed time 2.722 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.266332
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[6] Elapsed time 2.702 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.066729
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.75it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[7] Elapsed time 2.799 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.075687
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.31it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[8] Elapsed time 2.757 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.144018
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[9] Elapsed time 2.696 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.795546
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.64it/s, avg_epoch_loss=6.93]
INFO:root:Epoch[10] Elapsed time 2.658 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.933277
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.13it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[11] Elapsed time 2.849 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.920642
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=7]
INFO:root:Epoch[12] Elapsed time 2.679 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=7.004685
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.58it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[13] Elapsed time 2.737 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.076310
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[14] Elapsed time 2.678 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.884457
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.78it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[15] Elapsed time 2.722 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.873568
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.23it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[16] Elapsed time 2.618 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.948000
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.27it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[17] Elapsed time 2.760 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.771912
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[18] Elapsed time 2.679 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.723667
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.67it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[19] Elapsed time 2.805 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.779947
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.50it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[20] Elapsed time 2.819 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=7.014992
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.74it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[21] Elapsed time 2.653 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.769829
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[22] Elapsed time 2.688 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.745503
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.14it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[23] Elapsed time 2.770 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.809424
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[24] Elapsed time 2.690 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.601558
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.10it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[25] Elapsed time 2.851 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.756570
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[26] Elapsed time 2.679 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.793516
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.71it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[27] Elapsed time 2.655 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.706142
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[28] Elapsed time 2.716 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.821324
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[29] Elapsed time 2.687 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.706933
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.60it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[30] Elapsed time 2.737 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.666123
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.13it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[31] Elapsed time 2.771 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.778269
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.30it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[32] Elapsed time 2.758 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.485393
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[33] Elapsed time 2.682 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.674525
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.01it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[34] Elapsed time 2.705 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.745022
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[35] Elapsed time 2.680 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.912586
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[36] Elapsed time 2.689 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.513926
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[37] Elapsed time 2.698 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.721822
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.28it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[38] Elapsed time 2.837 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.743462
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[39] Elapsed time 2.672 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.309936
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.80it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[40] Elapsed time 2.795 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.693459
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[41] Elapsed time 2.719 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.641100
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[42] Elapsed time 2.699 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.618337
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.41it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[43] Elapsed time 2.825 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.753164
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[44] Elapsed time 2.678 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.632991
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[45] Elapsed time 2.719 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.518793
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.16it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[46] Elapsed time 2.767 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.646281
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.58it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[47] Elapsed time 2.735 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.509133
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[48] Elapsed time 2.722 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.580151
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.73it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[49] Elapsed time 2.724 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.530649
INFO:root:Loading parameters from best epoch (39)
INFO:root:Epoch[50] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[50] Elapsed time 2.713 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.889437
INFO:root:Epoch[51] Learning rate is 0.0005
100%|██████████| 100/100 [00:03<00:00, 29.83it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[51] Elapsed time 3.354 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.446391
INFO:root:Epoch[52] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.18it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[52] Elapsed time 2.766 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.549723
INFO:root:Epoch[53] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[53] Elapsed time 2.696 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.662288
INFO:root:Epoch[54] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[54] Elapsed time 2.684 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.257233
INFO:root:Epoch[55] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[55] Elapsed time 2.676 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.646930
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.29it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[56] Elapsed time 2.758 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.633288
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[57] Elapsed time 2.662 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.529682
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[58] Elapsed time 2.695 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.674323
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[59] Elapsed time 2.729 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.593870
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[60] Elapsed time 2.723 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.487097
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.74it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[61] Elapsed time 2.652 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.581066
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.38it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[62] Elapsed time 2.828 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.395856
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[63] Elapsed time 2.706 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.498208
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.56it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[64] Elapsed time 2.739 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.605964
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[65] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[65] Elapsed time 2.683 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.853443
INFO:root:Epoch[66] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[66] Elapsed time 2.689 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.494707
INFO:root:Epoch[67] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[67] Elapsed time 2.675 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.612485
INFO:root:Epoch[68] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[68] Elapsed time 2.687 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.660559
INFO:root:Epoch[69] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.22it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[69] Elapsed time 2.763 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.278217
INFO:root:Epoch[70] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[70] Elapsed time 2.716 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.620406
INFO:root:Epoch[71] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[71] Elapsed time 2.679 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.628025
INFO:root:Epoch[72] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[72] Elapsed time 2.707 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.542345
INFO:root:Epoch[73] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[73] Elapsed time 2.681 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.622980
INFO:root:Epoch[74] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.03it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[74] Elapsed time 2.779 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.646435
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.70it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[75] Elapsed time 2.803 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.505791
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.57it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[76] Elapsed time 2.737 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.542839
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.61it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[77] Elapsed time 2.811 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.499223
INFO:root:Epoch[78] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.67it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[78] Elapsed time 2.658 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.569685
INFO:root:Epoch[79] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.53it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[79] Elapsed time 2.667 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.614005
INFO:root:Epoch[80] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.45it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[80] Elapsed time 2.747 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.861210
INFO:root:Epoch[81] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[81] Elapsed time 2.683 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.404303
INFO:root:Epoch[82] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[82] Elapsed time 2.700 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.537982
INFO:root:Epoch[83] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[83] Elapsed time 2.721 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.677966
INFO:root:Epoch[84] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.72it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[84] Elapsed time 2.653 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.268535
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[85] Elapsed time 2.699 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.633238
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[86] Elapsed time 2.721 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.603216
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.83it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[87] Elapsed time 2.645 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.553630
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[88] Elapsed time 2.699 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.690184
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.48it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[89] Elapsed time 2.745 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.595079
INFO:root:Epoch[90] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.57it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[90] Elapsed time 2.738 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.457289
INFO:root:Epoch[91] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 38.33it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[91] Elapsed time 2.612 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.603013
INFO:root:Epoch[92] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[92] Elapsed time 2.733 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.407941
INFO:root:Epoch[93] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.48it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[93] Elapsed time 2.743 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.630274
INFO:root:Epoch[94] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[94] Elapsed time 2.677 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.606715
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[95] Elapsed time 2.663 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.729173
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[96] Elapsed time 2.701 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.603176
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[97] Elapsed time 2.692 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.531841
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.89it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[98] Elapsed time 2.789 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.738470
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.07it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[99] Elapsed time 2.777 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.330373
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[100] Elapsed time 2.708 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.604488
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.58it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[101] Elapsed time 2.736 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.622191
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.77it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[102] Elapsed time 2.650 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.548066
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.18it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[103] Elapsed time 2.767 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.563872
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 34.31it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[104] Elapsed time 2.919 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.589979
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.31it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[105] Elapsed time 2.757 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.496962
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.08it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[106] Elapsed time 2.774 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.603642
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 34.52it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[107] Elapsed time 2.899 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.319339
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.07it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[108] Elapsed time 2.776 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.596846
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[109] Elapsed time 2.721 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.588357
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.60it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[110] Elapsed time 2.735 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.728774
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.29it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[111] Elapsed time 2.757 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.534305
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[112] Elapsed time 2.693 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.567950
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[113] Elapsed time 2.691 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.624127
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.26it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[114] Elapsed time 2.760 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.320410
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[115] Elapsed time 2.699 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.549205
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[116] Elapsed time 2.754 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.675746
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:03<00:00, 30.19it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[117] Elapsed time 3.314 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.485517
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[118] Elapsed time 2.734 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.548178
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.55it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[119] Elapsed time 2.665 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.645302
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.07it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[120] Elapsed time 2.776 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.483879
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[121] Elapsed time 2.690 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.642297
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[122] Elapsed time 2.741 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.276819
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[123] Elapsed time 2.680 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.664507
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[124] Elapsed time 2.694 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=6.533738
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[125] Elapsed time 2.680 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.624196
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[126] Elapsed time 2.678 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.624234
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[127] Elapsed time 2.687 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.552220
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[128] Elapsed time 2.735 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.603860
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.78it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[129] Elapsed time 2.652 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.386160
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[130] Elapsed time 2.701 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.457927
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[131] Elapsed time 2.675 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.643602
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[132] Elapsed time 2.682 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.429116
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[133] Elapsed time 2.707 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.647262
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[134] Elapsed time 2.674 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.576044
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[135] Elapsed time 2.717 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.438817
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.50it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[136] Elapsed time 2.601 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.633498
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[137] Elapsed time 2.728 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.286865
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[138] Elapsed time 2.705 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.652274
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[139] Elapsed time 2.689 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.491452
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[140] Elapsed time 2.692 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.655912
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[141] Elapsed time 2.704 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.514664
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[142] Elapsed time 2.686 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.582130
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[143] Elapsed time 2.691 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.546917
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.99it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[144] Elapsed time 2.636 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.393497
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[145] Elapsed time 2.712 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.471735
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[146] Elapsed time 2.689 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.667215
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[147] Elapsed time 2.675 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.400307
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[148] Elapsed time 2.711 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.590265
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[149] Elapsed time 2.708 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.614265
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[150] Elapsed time 2.755 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.410133
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.87it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[151] Elapsed time 2.643 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.611050
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[152] Elapsed time 2.725 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.267297
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[153] Elapsed time 2.677 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.625335
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[154] Elapsed time 2.703 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.508355
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.90it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[155] Elapsed time 2.788 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.619451
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[156] Elapsed time 2.681 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.506087
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.43it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[157] Elapsed time 2.749 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.559674
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.46it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[158] Elapsed time 2.822 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.597020
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[159] Elapsed time 2.670 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.335348
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[160] Elapsed time 2.711 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.514316
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[161] Elapsed time 2.692 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.645675
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.80it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[162] Elapsed time 2.649 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.451056
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[163] Elapsed time 2.691 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.612335
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[164] Elapsed time 2.664 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.580567
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[165] Elapsed time 2.715 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.490442
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.13it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[166] Elapsed time 2.625 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=6.577016
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[167] Elapsed time 2.750 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.283187
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[168] Elapsed time 2.675 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.612264
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[169] Elapsed time 2.715 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.529200
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[170] Elapsed time 2.695 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.635974
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[171] Elapsed time 2.696 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.518796
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[172] Elapsed time 2.676 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.530959
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[173] Elapsed time 2.694 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=6.551993
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[174] Elapsed time 2.685 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.421672
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[175] Elapsed time 2.705 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.521743
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.90it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[176] Elapsed time 2.787 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.612818
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.76it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[177] Elapsed time 2.653 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.387083
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[178] Elapsed time 2.684 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.569646
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[179] Elapsed time 2.662 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.604550
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[180] Elapsed time 2.733 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.403193
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.00it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[181] Elapsed time 2.635 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=6.559445
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.78it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[182] Elapsed time 2.722 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.241867
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:03<00:00, 31.71it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[183] Elapsed time 3.156 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.600963
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 34.68it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[184] Elapsed time 2.886 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.499318
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[185] Elapsed time 2.696 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.608788
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[186] Elapsed time 2.728 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.509293
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[187] Elapsed time 2.699 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.535373
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[188] Elapsed time 2.717 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=6.561629
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[189] Elapsed time 2.688 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.286761
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[190] Elapsed time 2.722 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.553893
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[191] Elapsed time 2.712 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.610547
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[192] Elapsed time 2.682 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.418854
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[193] Elapsed time 2.715 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.560107
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[194] Elapsed time 2.702 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.594806
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.51it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[195] Elapsed time 2.743 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.359495
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[196] Elapsed time 2.660 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=6.521452
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[197] Elapsed time 2.751 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.253372
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[198] Elapsed time 2.695 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.563581
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[199] Elapsed time 2.725 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.544595
INFO:root:Loading parameters from best epoch (182)
INFO:root:Final loss: 6.241867089271546 (occurred at epoch 182)
INFO:root:End model training
Running evaluation: 100%|██████████| 24000/24000 [06:35<00:00, 60.66it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.316282  0.106864  14.081364            0.099024            0.056551   

   seed  epochs  num_batches  
0    47     200          100  
Seed: 48
100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=7.65]
INFO:root:Epoch[0] Elapsed time 2.721 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.647230
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.53it/s, avg_epoch_loss=7.38]
INFO:root:Epoch[1] Elapsed time 2.667 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.375934
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[2] Elapsed time 2.697 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.102318
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.48it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[3] Elapsed time 2.670 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.160378
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[4] Elapsed time 2.722 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.139199
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.01it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[5] Elapsed time 2.706 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.215071
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=7.11]
INFO:root:Epoch[6] Elapsed time 2.664 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.111436
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[7] Elapsed time 2.733 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.055863
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.08it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[8] Elapsed time 2.628 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.102159
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[9] Elapsed time 2.692 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.801881
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[10] Elapsed time 2.683 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.947004
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[11] Elapsed time 2.707 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.924895
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[12] Elapsed time 2.702 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.940849
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[13] Elapsed time 2.717 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.008165
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[14] Elapsed time 2.661 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.916642
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[15] Elapsed time 2.712 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.873284
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.81it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[16] Elapsed time 2.647 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.807888
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[17] Elapsed time 2.712 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.719796
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[18] Elapsed time 2.660 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.843452
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.83it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[19] Elapsed time 2.646 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.760090
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=7.02]
INFO:root:Epoch[20] Elapsed time 2.674 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=7.024039
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[21] Elapsed time 2.659 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.776891
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[22] Elapsed time 2.693 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.734872
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.85it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[23] Elapsed time 2.644 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.887679
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[24] Elapsed time 2.715 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.448701
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[25] Elapsed time 2.706 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.732675
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[26] Elapsed time 2.706 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.724379
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.83it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[27] Elapsed time 2.645 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.777456
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[28] Elapsed time 2.690 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.810807
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[29] Elapsed time 2.684 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.680522
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[30] Elapsed time 2.696 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.764451
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.17it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[31] Elapsed time 2.624 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.639698
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.78it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[32] Elapsed time 2.722 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.563072
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[33] Elapsed time 2.704 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.666857
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.55it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[34] Elapsed time 2.665 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.574939
INFO:root:Loading parameters from best epoch (24)
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[35] Elapsed time 2.683 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.843188
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:03<00:00, 33.31it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[36] Elapsed time 3.004 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.691269
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 33.49it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[37] Elapsed time 2.988 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.662586
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[38] Elapsed time 2.660 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.796601
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[39] Elapsed time 2.703 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.414011
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.55it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[40] Elapsed time 2.665 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.741269
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[41] Elapsed time 2.690 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.651029
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.79it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[42] Elapsed time 2.649 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.659659
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[43] Elapsed time 2.679 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.840932
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[44] Elapsed time 2.696 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.681516
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[45] Elapsed time 2.716 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.600783
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 38.14it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[46] Elapsed time 2.624 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.515875
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.57it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[47] Elapsed time 2.737 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.509868
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 38.03it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[48] Elapsed time 2.632 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.658747
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.68it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[49] Elapsed time 2.656 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.610682
INFO:root:Loading parameters from best epoch (39)
INFO:root:Epoch[50] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[50] Elapsed time 2.663 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.758839
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[51] Elapsed time 2.680 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.663320
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[52] Elapsed time 2.723 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.579830
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.79it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[53] Elapsed time 2.649 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.720247
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[54] Elapsed time 2.703 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.348397
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[55] Elapsed time 2.689 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.735908
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[56] Elapsed time 2.707 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.683973
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.76it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[57] Elapsed time 2.651 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.656640
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[58] Elapsed time 2.716 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.732050
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[59] Elapsed time 2.680 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.710344
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.48it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[60] Elapsed time 2.821 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.545502
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.64it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[61] Elapsed time 2.659 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.554919
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[62] Elapsed time 2.722 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.514643
INFO:root:Epoch[63] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[63] Elapsed time 2.690 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.654626
INFO:root:Epoch[64] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[64] Elapsed time 2.671 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.613530
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[65] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[65] Elapsed time 2.699 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.726031
INFO:root:Epoch[66] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[66] Elapsed time 2.678 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.569916
INFO:root:Epoch[67] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[67] Elapsed time 2.726 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.561282
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.85it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[68] Elapsed time 2.645 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.716456
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[69] Elapsed time 2.707 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.330894
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[70] Elapsed time 2.662 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.758651
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[71] Elapsed time 2.714 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.683574
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.78it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[72] Elapsed time 2.650 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.630553
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[73] Elapsed time 2.675 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.689384
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[74] Elapsed time 2.677 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.654138
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[75] Elapsed time 2.684 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.565804
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 38.19it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[76] Elapsed time 2.621 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.515653
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[77] Elapsed time 2.690 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.559052
INFO:root:Epoch[78] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[78] Elapsed time 2.684 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.691494
INFO:root:Epoch[79] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.51it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[79] Elapsed time 2.668 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.577762
INFO:root:Loading parameters from best epoch (69)
INFO:root:Epoch[80] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.73it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[80] Elapsed time 2.653 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.678083
INFO:root:Epoch[81] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[81] Elapsed time 2.665 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.640541
INFO:root:Epoch[82] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[82] Elapsed time 2.723 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.545869
INFO:root:Epoch[83] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 38.25it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[83] Elapsed time 2.616 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.627369
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.49it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[84] Elapsed time 2.669 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.280252
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[85] Elapsed time 2.662 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.744842
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[86] Elapsed time 2.706 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.631229
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.67it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[87] Elapsed time 2.658 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.618098
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[88] Elapsed time 2.732 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.720705
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[89] Elapsed time 2.684 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.648154
INFO:root:Epoch[90] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[90] Elapsed time 2.709 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.514868
INFO:root:Epoch[91] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 38.05it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[91] Elapsed time 2.632 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.491825
INFO:root:Epoch[92] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[92] Elapsed time 2.743 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.514936
INFO:root:Epoch[93] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[93] Elapsed time 2.691 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.709180
INFO:root:Epoch[94] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[94] Elapsed time 2.689 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.605722
INFO:root:Loading parameters from best epoch (84)
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[95] Elapsed time 2.720 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.645385
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[96] Elapsed time 2.683 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.655011
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[97] Elapsed time 2.740 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.502746
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.69it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[98] Elapsed time 2.657 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.644102
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[99] Elapsed time 2.725 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.272049
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.72it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[100] Elapsed time 2.653 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.742839
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.53it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[101] Elapsed time 2.666 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.638080
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.98it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[102] Elapsed time 2.635 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.626277
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:03<00:00, 30.73it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[103] Elapsed time 3.257 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.687729
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.94it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[104] Elapsed time 2.637 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.598355
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[105] Elapsed time 2.718 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.580273
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.29it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[106] Elapsed time 2.615 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.501683
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[107] Elapsed time 2.679 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.515619
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[108] Elapsed time 2.667 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.683902
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[109] Elapsed time 2.663 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.592212
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[110] Elapsed time 2.680 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.687290
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[111] Elapsed time 2.750 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.570860
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.65it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[112] Elapsed time 2.807 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.522269
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[113] Elapsed time 2.713 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.661743
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.42it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[114] Elapsed time 2.748 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.239787
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[115] Elapsed time 2.695 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.696573
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[116] Elapsed time 2.715 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.631124
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[117] Elapsed time 2.662 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.596071
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[118] Elapsed time 2.752 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.692088
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.97it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[119] Elapsed time 2.783 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.595699
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[120] Elapsed time 2.710 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.512015
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[121] Elapsed time 2.700 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.440099
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.99it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[122] Elapsed time 2.783 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.536557
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.21it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[123] Elapsed time 2.842 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.682661
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.21it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[124] Elapsed time 2.843 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=6.536428
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.26it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[125] Elapsed time 2.839 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.646752
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.43it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[126] Elapsed time 2.747 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.614943
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 34.48it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[127] Elapsed time 2.903 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.524200
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.96it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[128] Elapsed time 2.636 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.635644
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.25it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[129] Elapsed time 2.760 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.277549
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[130] Elapsed time 2.722 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.752452
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[131] Elapsed time 2.706 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.622041
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.48it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[132] Elapsed time 2.743 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.656206
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.52it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[133] Elapsed time 2.817 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.634780
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[134] Elapsed time 2.712 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.552165
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.50it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[135] Elapsed time 2.743 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.575472
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.49it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[136] Elapsed time 2.671 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.365055
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.89it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[137] Elapsed time 2.791 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.606742
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[138] Elapsed time 2.697 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.703060
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.19it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[139] Elapsed time 2.766 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.535567
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.35it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[140] Elapsed time 2.832 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.554841
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.42it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[141] Elapsed time 2.828 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.614045
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[142] Elapsed time 2.718 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.444504
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[143] Elapsed time 2.726 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.600835
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.74it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[144] Elapsed time 2.800 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.334981
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[145] Elapsed time 2.701 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.679334
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.89it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[146] Elapsed time 2.788 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.593971
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[147] Elapsed time 2.708 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.666887
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[148] Elapsed time 2.714 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.569297
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.65it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[149] Elapsed time 2.732 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.560104
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.65it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[150] Elapsed time 2.809 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.610926
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[151] Elapsed time 2.731 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.365007
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.73it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[152] Elapsed time 2.802 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.583561
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[153] Elapsed time 2.719 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.694041
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[154] Elapsed time 2.713 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.480357
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.70it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[155] Elapsed time 2.803 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.608994
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[156] Elapsed time 2.676 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.607389
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 34.53it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[157] Elapsed time 2.898 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.463171
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[158] Elapsed time 2.700 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.539348
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[159] Elapsed time 2.755 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.346418
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.52it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[160] Elapsed time 2.741 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.644591
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.72it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[161] Elapsed time 2.802 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.590373
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.34it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[162] Elapsed time 2.754 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.670768
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.43it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[163] Elapsed time 2.748 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.537864
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.87it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[164] Elapsed time 2.791 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.508852
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[165] Elapsed time 2.729 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.592354
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[166] Elapsed time 2.681 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=6.312819
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[167] Elapsed time 2.671 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.575191
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:03<00:00, 30.96it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[168] Elapsed time 3.233 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.721356
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 34.27it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[169] Elapsed time 2.920 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.471419
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.33it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[170] Elapsed time 2.755 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.563192
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.33it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[171] Elapsed time 2.755 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.594681
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[172] Elapsed time 2.719 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.425158
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.11it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[173] Elapsed time 2.626 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=6.599378
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.72it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[174] Elapsed time 2.727 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.257806
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[175] Elapsed time 2.702 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.674735
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.68it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[176] Elapsed time 2.728 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.575979
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[177] Elapsed time 2.699 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.620981
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.15it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[178] Elapsed time 2.848 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.501784
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[179] Elapsed time 2.684 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.584889
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.54it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[180] Elapsed time 2.816 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.587701
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[181] Elapsed time 2.682 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=6.351744
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[182] Elapsed time 2.714 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.513023
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.67it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[183] Elapsed time 2.729 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.687243
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[184] Elapsed time 2.733 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.487408
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.42it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[185] Elapsed time 2.749 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.579358
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.51it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[186] Elapsed time 2.741 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.556724
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.60it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[187] Elapsed time 2.734 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.414310
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.49it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[188] Elapsed time 2.672 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=6.503860
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.18it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[189] Elapsed time 2.766 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.355091
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[190] Elapsed time 2.695 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.594090
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[191] Elapsed time 2.688 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.573867
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[192] Elapsed time 2.694 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.681264
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[193] Elapsed time 2.697 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.465306
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[194] Elapsed time 2.706 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.467262
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.86it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[195] Elapsed time 2.792 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.634658
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[196] Elapsed time 2.662 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=6.194421
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.51it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[197] Elapsed time 2.668 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.590395
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[198] Elapsed time 2.677 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.589201
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[199] Elapsed time 2.658 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.504036
INFO:root:Loading parameters from best epoch (196)
INFO:root:Final loss: 6.194421138763428 (occurred at epoch 196)
INFO:root:End model training
Running evaluation: 100%|██████████| 24000/24000 [06:33<00:00, 61.07it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.443332  0.111835  15.251905            0.103593            0.057619   

   seed  epochs  num_batches  
0    48     200          100  
Seed: 49
100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=7.85]
INFO:root:Epoch[0] Elapsed time 2.678 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.851343
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.92it/s, avg_epoch_loss=7.47]
INFO:root:Epoch[1] Elapsed time 2.786 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.473756
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.98it/s, avg_epoch_loss=7.23]
INFO:root:Epoch[2] Elapsed time 2.781 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.225400
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.25it/s, avg_epoch_loss=7.2]
INFO:root:Epoch[3] Elapsed time 2.760 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.202946
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[4] Elapsed time 2.710 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=6.968793
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.20it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[5] Elapsed time 2.764 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.262294
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[6] Elapsed time 2.716 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.089954
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.84it/s, avg_epoch_loss=7]
INFO:root:Epoch[7] Elapsed time 2.794 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.997379
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[8] Elapsed time 2.693 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.094691
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.37it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[9] Elapsed time 2.753 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.738711
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.48it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[10] Elapsed time 2.670 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.936287
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[11] Elapsed time 2.690 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.826666
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[12] Elapsed time 2.665 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.859162
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.51it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[13] Elapsed time 2.742 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.973270
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.55it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[14] Elapsed time 2.818 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.828685
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[15] Elapsed time 2.688 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.787905
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.26it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[16] Elapsed time 2.617 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.794231
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[17] Elapsed time 2.731 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.671128
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[18] Elapsed time 2.714 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.800934
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[19] Elapsed time 2.684 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.711344
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[20] Elapsed time 2.698 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.855659
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[21] Elapsed time 2.683 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.763620
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:03<00:00, 29.24it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[22] Elapsed time 3.424 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.713683
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.55it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[23] Elapsed time 2.668 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.795709
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[24] Elapsed time 2.726 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.500420
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[25] Elapsed time 2.664 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.735602
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.50it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[26] Elapsed time 2.742 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.680221
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.98it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[27] Elapsed time 2.635 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.731856
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[28] Elapsed time 2.690 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.792361
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[29] Elapsed time 2.680 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.646868
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.10it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[30] Elapsed time 2.772 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.663019
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.04it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[31] Elapsed time 2.631 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.563139
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[32] Elapsed time 2.701 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.571131
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[33] Elapsed time 2.665 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.669264
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[34] Elapsed time 2.674 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.638453
INFO:root:Loading parameters from best epoch (24)
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[35] Elapsed time 2.673 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.766018
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[36] Elapsed time 2.677 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.666769
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[37] Elapsed time 2.699 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.595571
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.94it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[38] Elapsed time 2.638 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.720043
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[39] Elapsed time 2.678 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.350952
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[40] Elapsed time 2.705 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.702512
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[41] Elapsed time 2.710 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.618990
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[42] Elapsed time 2.674 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.592780
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[43] Elapsed time 2.722 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.803815
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[44] Elapsed time 2.682 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.677836
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[45] Elapsed time 2.720 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.546728
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.84it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[46] Elapsed time 2.647 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.560495
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[47] Elapsed time 2.735 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.484436
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.72it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[48] Elapsed time 2.726 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.640572
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[49] Elapsed time 2.678 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.619740
INFO:root:Loading parameters from best epoch (39)
INFO:root:Epoch[50] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.01it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[50] Elapsed time 2.703 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.844076
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[51] Elapsed time 2.691 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.525751
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.27it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[52] Elapsed time 2.760 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.606919
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.53it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[53] Elapsed time 2.668 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.712042
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.51it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[54] Elapsed time 2.743 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.386039
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[55] Elapsed time 2.725 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.692610
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[56] Elapsed time 2.693 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.643684
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[57] Elapsed time 2.664 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.610244
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[58] Elapsed time 2.716 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.765222
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[59] Elapsed time 2.690 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.633430
INFO:root:Loading parameters from best epoch (39)
INFO:root:Epoch[60] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[60] Elapsed time 2.707 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.533976
INFO:root:Epoch[61] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 38.31it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[61] Elapsed time 2.613 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.575421
INFO:root:Epoch[62] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[62] Elapsed time 2.729 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.513130
INFO:root:Epoch[63] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[63] Elapsed time 2.674 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.682390
INFO:root:Epoch[64] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.46it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[64] Elapsed time 2.745 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.619300
INFO:root:Epoch[65] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.26it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[65] Elapsed time 2.838 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.859745
INFO:root:Epoch[66] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.40it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[66] Elapsed time 2.829 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.493846
INFO:root:Epoch[67] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.11it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[67] Elapsed time 2.772 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.558873
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[68] Elapsed time 2.707 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.672360
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.45it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[69] Elapsed time 2.746 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.298844
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[70] Elapsed time 2.739 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.710560
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.79it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[71] Elapsed time 2.798 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.694838
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[72] Elapsed time 2.714 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.555306
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[73] Elapsed time 2.663 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.715316
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.10it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[74] Elapsed time 2.852 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.633168
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 35.43it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[75] Elapsed time 2.826 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.514673
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 38.05it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[76] Elapsed time 2.632 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.549440
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.15it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[77] Elapsed time 2.770 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.446311
INFO:root:Epoch[78] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[78] Elapsed time 2.697 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.592662
INFO:root:Epoch[79] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[79] Elapsed time 2.690 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.658158
INFO:root:Loading parameters from best epoch (69)
INFO:root:Epoch[80] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[80] Elapsed time 2.671 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.882273
INFO:root:Epoch[81] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[81] Elapsed time 2.708 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.394887
INFO:root:Epoch[82] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[82] Elapsed time 2.676 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.589642
INFO:root:Epoch[83] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.73it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[83] Elapsed time 2.725 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.705255
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[84] Elapsed time 2.712 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.222298
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 34.93it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[85] Elapsed time 2.865 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.692483
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[86] Elapsed time 2.716 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.663563
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.57it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[87] Elapsed time 2.738 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.568294
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:03<00:00, 30.66it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[88] Elapsed time 3.263 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.762030
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 35.03it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[89] Elapsed time 2.858 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.609054
INFO:root:Epoch[90] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 35.78it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[90] Elapsed time 2.796 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.524327
INFO:root:Epoch[91] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 35.52it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[91] Elapsed time 2.819 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.494368
INFO:root:Epoch[92] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[92] Elapsed time 2.732 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.444257
INFO:root:Epoch[93] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[93] Elapsed time 2.689 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.631191
INFO:root:Epoch[94] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 35.95it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[94] Elapsed time 2.786 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.631943
INFO:root:Loading parameters from best epoch (84)
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.04it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[95] Elapsed time 2.776 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.888409
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.51it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[96] Elapsed time 2.670 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.381413
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.60it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[97] Elapsed time 2.736 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.618566
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[98] Elapsed time 2.723 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.709893
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[99] Elapsed time 2.665 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.248017
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.06it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[100] Elapsed time 2.777 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.647360
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[101] Elapsed time 2.682 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.661021
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.25it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[102] Elapsed time 2.762 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.601955
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[103] Elapsed time 2.737 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.749149
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.58it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[104] Elapsed time 2.813 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.569076
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.27it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[105] Elapsed time 2.759 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.486262
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[106] Elapsed time 2.674 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.518259
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.58it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[107] Elapsed time 2.737 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.439224
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[108] Elapsed time 2.734 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.556395
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.83it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[109] Elapsed time 2.719 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.590893
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.68it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[110] Elapsed time 2.805 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.746969
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.72it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[111] Elapsed time 2.725 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.569028
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.34it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[112] Elapsed time 2.831 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.511608
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[113] Elapsed time 2.674 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.666859
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.12it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[114] Elapsed time 2.850 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.292853
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.27it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[115] Elapsed time 2.760 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.610787
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[116] Elapsed time 2.746 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.586277
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[117] Elapsed time 2.692 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.600182
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.23it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[118] Elapsed time 2.765 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.707771
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.96it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[119] Elapsed time 2.784 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.598472
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[120] Elapsed time 2.722 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.518790
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.52it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[121] Elapsed time 2.741 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.460881
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.81it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[122] Elapsed time 2.795 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.517664
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[123] Elapsed time 2.710 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.616456
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[124] Elapsed time 2.687 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=6.556491
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[125] Elapsed time 2.701 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.671987
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[126] Elapsed time 2.688 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.578598
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.72it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[127] Elapsed time 2.727 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.537289
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.53it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[128] Elapsed time 2.667 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.596537
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.38it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[129] Elapsed time 2.753 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.275721
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[130] Elapsed time 2.691 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.615336
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[131] Elapsed time 2.730 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.592817
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[132] Elapsed time 2.664 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.585581
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[133] Elapsed time 2.713 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.625984
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.31it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[134] Elapsed time 2.757 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.612827
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[135] Elapsed time 2.699 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.539366
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.11it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[136] Elapsed time 2.628 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.446233
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.56it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[137] Elapsed time 2.740 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.509783
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[138] Elapsed time 2.710 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.635185
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[139] Elapsed time 2.685 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.555744
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[140] Elapsed time 2.725 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.674104
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[141] Elapsed time 2.694 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.573042
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.15it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[142] Elapsed time 2.770 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.514043
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.71it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[143] Elapsed time 2.654 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.646424
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.92it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[144] Elapsed time 2.713 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.193673
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[145] Elapsed time 2.680 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.620489
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[146] Elapsed time 2.678 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.569393
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.76it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[147] Elapsed time 2.650 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.514230
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[148] Elapsed time 2.678 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.687195
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.80it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[149] Elapsed time 2.648 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.621009
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[150] Elapsed time 2.723 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.454142
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.99it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[151] Elapsed time 2.636 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.480496
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[152] Elapsed time 2.723 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.435428
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 34.62it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[153] Elapsed time 2.892 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.590745
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:03<00:00, 31.92it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[154] Elapsed time 3.135 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.531440
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[155] Elapsed time 2.671 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.756035
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[156] Elapsed time 2.661 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.440249
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[157] Elapsed time 2.714 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.519944
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.97it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[158] Elapsed time 2.637 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.626539
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[159] Elapsed time 2.682 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.228258
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[160] Elapsed time 2.691 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.651603
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.55it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[161] Elapsed time 2.667 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.559699
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.74it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[162] Elapsed time 2.652 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.465835
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[163] Elapsed time 2.734 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.661121
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[164] Elapsed time 2.671 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.586477
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[165] Elapsed time 2.710 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.464993
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.86it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[166] Elapsed time 2.645 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=6.373386
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[167] Elapsed time 2.716 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.520417
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[168] Elapsed time 2.672 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.643908
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.71it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[169] Elapsed time 2.655 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.505971
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[170] Elapsed time 2.674 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.618782
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.55it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[171] Elapsed time 2.667 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.545287
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[172] Elapsed time 2.719 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.480737
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.11it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[173] Elapsed time 2.626 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=6.571652
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[174] Elapsed time 2.745 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.221544
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.76it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[175] Elapsed time 2.650 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.650745
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[176] Elapsed time 2.734 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.527280
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.71it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[177] Elapsed time 2.654 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.582019
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[178] Elapsed time 2.682 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.527114
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.53it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[179] Elapsed time 2.667 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.502625
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[180] Elapsed time 2.739 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.468454
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[181] Elapsed time 2.679 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=6.393983
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[182] Elapsed time 2.690 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.489346
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[183] Elapsed time 2.682 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.670811
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[184] Elapsed time 2.667 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.364223
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.37it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[185] Elapsed time 2.678 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.588880
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.74it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[186] Elapsed time 2.653 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.635382
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[187] Elapsed time 2.712 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.455681
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.17it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[188] Elapsed time 2.623 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=6.578308
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.68it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[189] Elapsed time 2.730 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.246740
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[190] Elapsed time 2.698 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.597721
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[191] Elapsed time 2.694 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.489635
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.07it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[192] Elapsed time 2.630 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.568870
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[193] Elapsed time 2.712 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.615212
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[194] Elapsed time 2.666 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.538141
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[195] Elapsed time 2.701 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.511785
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.72it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[196] Elapsed time 2.654 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=6.366241
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[197] Elapsed time 2.720 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.471072
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[198] Elapsed time 2.689 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.668544
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.76it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[199] Elapsed time 2.652 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.407057
INFO:root:Loading parameters from best epoch (144)
INFO:root:Final loss: 6.193672857284546 (occurred at epoch 144)
INFO:root:End model training
Running evaluation: 100%|██████████| 24000/24000 [06:35<00:00, 60.67it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
      MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  seed  \
0  1.22881  0.105201  13.063199            0.098058            0.057813    49   

   epochs  num_batches  
0     200          100  
Seed: 50
100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=8.01]
INFO:root:Epoch[0] Elapsed time 2.704 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.010451
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=7.52]
INFO:root:Epoch[1] Elapsed time 2.660 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.518534
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.56it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[2] Elapsed time 2.814 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.260536
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=7.19]
INFO:root:Epoch[3] Elapsed time 2.663 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.193813
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.62it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[4] Elapsed time 2.660 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.072745
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[5] Elapsed time 2.702 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.172095
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[6] Elapsed time 2.689 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.119714
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:03<00:00, 29.29it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[7] Elapsed time 3.417 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.006990
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[8] Elapsed time 2.729 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.060410
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[9] Elapsed time 2.689 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.761335
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.21it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[10] Elapsed time 2.763 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.894266
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.90it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[11] Elapsed time 2.787 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.867391
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[12] Elapsed time 2.684 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.837720
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[13] Elapsed time 2.711 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.066248
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[14] Elapsed time 2.694 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.939214
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.46it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[15] Elapsed time 2.746 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.794264
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.07it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[16] Elapsed time 2.629 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.788264
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.30it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[17] Elapsed time 2.758 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.728692
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[18] Elapsed time 2.686 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.765304
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.81it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[19] Elapsed time 2.796 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.727429
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.10it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[20] Elapsed time 2.851 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.853912
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.53it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[21] Elapsed time 2.739 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.736374
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[22] Elapsed time 2.737 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.725270
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.82it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[23] Elapsed time 2.646 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.804990
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[24] Elapsed time 2.677 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.477546
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.46it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[25] Elapsed time 2.744 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.733673
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.23it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[26] Elapsed time 2.842 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.677370
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.82it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[27] Elapsed time 2.795 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.626358
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[28] Elapsed time 2.722 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.808128
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[29] Elapsed time 2.721 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.748253
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.28it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[30] Elapsed time 2.760 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.553924
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.91it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[31] Elapsed time 2.640 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.636912
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.50it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[32] Elapsed time 2.820 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.540835
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[33] Elapsed time 2.694 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.614842
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.77it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[34] Elapsed time 2.799 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.666787
INFO:root:Loading parameters from best epoch (24)
INFO:root:Epoch[35] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.01it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[35] Elapsed time 2.858 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.896086
INFO:root:Epoch[36] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[36] Elapsed time 2.674 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.464204
INFO:root:Epoch[37] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.51it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[37] Elapsed time 2.819 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.679375
INFO:root:Epoch[38] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.19it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[38] Elapsed time 2.693 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.739416
INFO:root:Epoch[39] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[39] Elapsed time 2.700 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.344342
INFO:root:Epoch[40] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[40] Elapsed time 2.726 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.696625
INFO:root:Epoch[41] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.39it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[41] Elapsed time 2.752 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.656000
INFO:root:Epoch[42] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.54it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[42] Elapsed time 2.667 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.578102
INFO:root:Epoch[43] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[43] Elapsed time 2.744 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.725951
INFO:root:Epoch[44] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[44] Elapsed time 2.693 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.632303
INFO:root:Epoch[45] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.99it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[45] Elapsed time 2.781 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.556519
INFO:root:Epoch[46] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[46] Elapsed time 2.684 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.631072
INFO:root:Epoch[47] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.76it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[47] Elapsed time 2.799 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.478513
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 35.29it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[48] Elapsed time 2.837 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.599581
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[49] Elapsed time 2.685 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.683291
INFO:root:Loading parameters from best epoch (39)
INFO:root:Epoch[50] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.55it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[50] Elapsed time 2.815 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.807954
INFO:root:Epoch[51] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[51] Elapsed time 2.679 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.460844
INFO:root:Epoch[52] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.41it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[52] Elapsed time 2.828 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.587716
INFO:root:Epoch[53] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[53] Elapsed time 2.730 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.694310
INFO:root:Epoch[54] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.90it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[54] Elapsed time 2.789 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.286213
INFO:root:Epoch[55] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[55] Elapsed time 2.694 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.703444
INFO:root:Epoch[56] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[56] Elapsed time 2.671 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.701875
INFO:root:Epoch[57] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[57] Elapsed time 2.664 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.551357
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[58] Elapsed time 2.732 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.669425
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[59] Elapsed time 2.679 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.596392
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.57it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[60] Elapsed time 2.814 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.556758
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 38.13it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[61] Elapsed time 2.624 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.514073
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 35.91it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[62] Elapsed time 2.788 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.443623
INFO:root:Epoch[63] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[63] Elapsed time 2.714 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.600625
INFO:root:Epoch[64] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[64] Elapsed time 2.688 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.624649
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[65] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[65] Elapsed time 2.685 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.785659
INFO:root:Epoch[66] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.61it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[66] Elapsed time 2.662 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.437822
INFO:root:Epoch[67] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.65it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[67] Elapsed time 2.732 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.554467
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[68] Elapsed time 2.682 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.663557
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[69] Elapsed time 2.674 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.255767
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[70] Elapsed time 2.733 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.692920
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.33it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[71] Elapsed time 2.757 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.666488
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 34.18it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[72] Elapsed time 2.928 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.593410
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:03<00:00, 31.99it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[73] Elapsed time 3.129 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.667236
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.15it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[74] Elapsed time 2.770 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.619582
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[75] Elapsed time 2.737 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.489176
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[76] Elapsed time 2.676 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.471853
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 34.81it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[77] Elapsed time 2.877 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.532317
INFO:root:Epoch[78] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[78] Elapsed time 2.698 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.659284
INFO:root:Epoch[79] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[79] Elapsed time 2.705 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.558500
INFO:root:Loading parameters from best epoch (69)
INFO:root:Epoch[80] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.94it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[80] Elapsed time 2.709 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.641800
INFO:root:Epoch[81] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[81] Elapsed time 2.711 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.566195
INFO:root:Epoch[82] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 35.04it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[82] Elapsed time 2.858 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.553417
INFO:root:Epoch[83] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[83] Elapsed time 2.667 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.680430
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.48it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[84] Elapsed time 2.745 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.314673
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.43it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[85] Elapsed time 2.750 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.690633
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[86] Elapsed time 2.722 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.648439
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[87] Elapsed time 2.735 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.580537
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 35.03it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[88] Elapsed time 2.856 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.701877
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.89it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[89] Elapsed time 2.713 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.588009
INFO:root:Loading parameters from best epoch (69)
INFO:root:Epoch[90] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[90] Elapsed time 2.734 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.483397
INFO:root:Epoch[91] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.56it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[91] Elapsed time 2.739 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.531873
INFO:root:Epoch[92] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.04it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[92] Elapsed time 2.856 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.515447
INFO:root:Epoch[93] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[93] Elapsed time 2.701 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.665032
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.07it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[94] Elapsed time 2.776 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.623056
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[95] Elapsed time 2.724 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.731300
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[96] Elapsed time 2.737 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.460481
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 34.94it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[97] Elapsed time 2.863 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.582983
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[98] Elapsed time 2.679 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.635925
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.68it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[99] Elapsed time 2.728 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.252218
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[100] Elapsed time 2.676 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.668749
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.49it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[101] Elapsed time 2.743 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.635467
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.08it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[102] Elapsed time 2.700 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.544422
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[103] Elapsed time 2.703 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.714996
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.43it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[104] Elapsed time 2.676 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.630659
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.20it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[105] Elapsed time 2.765 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.451866
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.17it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[106] Elapsed time 2.623 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.502693
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 34.89it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[107] Elapsed time 2.870 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.463735
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.78it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[108] Elapsed time 2.722 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.623875
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[109] Elapsed time 2.688 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.616902
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[110] Elapsed time 2.719 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.798529
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.55it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[111] Elapsed time 2.665 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.339947
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[112] Elapsed time 2.718 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.539809
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[113] Elapsed time 2.734 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.669873
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[114] Elapsed time 2.681 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.225358
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[115] Elapsed time 2.713 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.688467
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.80it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[116] Elapsed time 2.720 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.683923
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[117] Elapsed time 2.676 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.514373
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[118] Elapsed time 2.724 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.647137
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[119] Elapsed time 2.698 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.629911
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.61it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[120] Elapsed time 2.734 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.468339
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.97it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[121] Elapsed time 2.638 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.481482
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.23it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[122] Elapsed time 2.764 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.436405
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.04it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[123] Elapsed time 2.704 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.605261
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[124] Elapsed time 2.739 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=6.596928
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.65it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[125] Elapsed time 2.731 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.722551
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[126] Elapsed time 2.706 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.472785
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.65it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[127] Elapsed time 2.731 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.509931
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[128] Elapsed time 2.679 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.592823
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.24it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[129] Elapsed time 2.762 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.228165
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[130] Elapsed time 2.694 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.628770
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[131] Elapsed time 2.680 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.648595
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.65it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[132] Elapsed time 2.658 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.549333
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.61it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[133] Elapsed time 2.811 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.594955
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.66it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[134] Elapsed time 2.732 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.576933
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[135] Elapsed time 2.739 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.417490
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[136] Elapsed time 2.714 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.518018
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.62it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[137] Elapsed time 2.811 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.391319
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:03<00:00, 30.11it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[138] Elapsed time 3.324 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.593271
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[139] Elapsed time 2.745 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.619615
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[140] Elapsed time 2.723 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.782161
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[141] Elapsed time 2.725 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.335973
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.56it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[142] Elapsed time 2.737 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.534683
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[143] Elapsed time 2.660 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.638121
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.49it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[144] Elapsed time 2.671 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.180944
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[145] Elapsed time 2.696 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.682934
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[146] Elapsed time 2.692 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.609053
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.95it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[147] Elapsed time 2.638 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.548692
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[148] Elapsed time 2.698 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.595615
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[149] Elapsed time 2.663 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.567802
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[150] Elapsed time 2.720 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.424067
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.16it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[151] Elapsed time 2.624 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.519992
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.72it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[152] Elapsed time 2.725 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.415852
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[153] Elapsed time 2.713 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.544565
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[154] Elapsed time 2.685 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.580769
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[155] Elapsed time 2.696 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.812764
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[156] Elapsed time 2.688 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.300693
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[157] Elapsed time 2.704 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.486114
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[158] Elapsed time 2.676 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.633635
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.45it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[159] Elapsed time 2.673 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.191764
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[160] Elapsed time 2.706 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.644140
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[161] Elapsed time 2.686 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.630373
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.69it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[162] Elapsed time 2.656 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.527202
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[163] Elapsed time 2.718 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.568481
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.48it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[164] Elapsed time 2.670 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.567976
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.64it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[165] Elapsed time 2.732 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.461278
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.33it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[166] Elapsed time 2.612 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=6.538865
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[167] Elapsed time 2.724 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.353895
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[168] Elapsed time 2.729 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.632680
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[169] Elapsed time 2.692 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.578432
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.59it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[170] Elapsed time 2.662 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.630229
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[171] Elapsed time 2.675 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.526120
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[172] Elapsed time 2.689 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.477948
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[173] Elapsed time 2.676 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=6.509495
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.99it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[174] Elapsed time 2.636 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.342301
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[175] Elapsed time 2.692 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.492701
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.27it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[176] Elapsed time 2.687 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.681591
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.00it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[177] Elapsed time 2.635 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.412562
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[178] Elapsed time 2.697 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.560185
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.35it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[179] Elapsed time 2.679 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.566952
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[180] Elapsed time 2.702 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.385333
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.96it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[181] Elapsed time 2.637 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=6.527227
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.36it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[182] Elapsed time 2.753 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.268374
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[183] Elapsed time 2.676 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.612864
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.41it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[184] Elapsed time 2.676 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.561487
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[185] Elapsed time 2.695 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.580416
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.36it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[186] Elapsed time 2.680 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.490043
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.38it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[187] Elapsed time 2.677 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.435870
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[188] Elapsed time 2.693 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=6.585716
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.74it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[189] Elapsed time 2.653 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.284507
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[190] Elapsed time 2.698 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.537512
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[191] Elapsed time 2.696 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.662701
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.55it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[192] Elapsed time 2.666 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.414279
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.13it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[193] Elapsed time 2.697 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.477175
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.21it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[194] Elapsed time 2.691 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.561016
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.52it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[195] Elapsed time 2.741 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.408991
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.08it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[196] Elapsed time 2.628 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=6.495637
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[197] Elapsed time 2.713 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.269086
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.74it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[198] Elapsed time 2.652 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.610583
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[199] Elapsed time 2.677 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.493819
INFO:root:Loading parameters from best epoch (144)
INFO:root:Final loss: 6.180943737030029 (occurred at epoch 144)
INFO:root:End model training
Running evaluation: 100%|██████████| 24000/24000 [06:36<00:00, 60.51it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_quarterly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1230523
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.256565  0.106413  13.263803            0.099732            0.056965   

   seed  epochs  num_batches  
0    50     200          100  
Seed: 51
100%|██████████| 100/100 [00:02<00:00, 37.31it/s, avg_epoch_loss=8.1]
INFO:root:Epoch[0] Elapsed time 2.683 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.095867
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.46it/s, avg_epoch_loss=7.51]
INFO:root:Epoch[1] Elapsed time 2.822 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=7.505631
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.84it/s, avg_epoch_loss=7.21]
INFO:root:Epoch[2] Elapsed time 2.792 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=7.207628
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.56it/s, avg_epoch_loss=7.27]
INFO:root:Epoch[3] Elapsed time 2.737 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.265840
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.79it/s, avg_epoch_loss=7.14]
INFO:root:Epoch[4] Elapsed time 2.796 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.144146
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=7.33]
INFO:root:Epoch[5] Elapsed time 2.701 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=7.326746
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=7.08]
INFO:root:Epoch[6] Elapsed time 2.687 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.084579
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.57it/s, avg_epoch_loss=7.06]
INFO:root:Epoch[7] Elapsed time 2.813 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=7.059505
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.33it/s, avg_epoch_loss=7.16]
INFO:root:Epoch[8] Elapsed time 2.681 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=7.158612
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[9] Elapsed time 2.698 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.750974
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.54it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[10] Elapsed time 2.739 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.974407
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.37it/s, avg_epoch_loss=6.97]
INFO:root:Epoch[11] Elapsed time 2.753 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=6.971747
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.16it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[12] Elapsed time 2.693 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.920336
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[13] Elapsed time 2.732 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=7.011043
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.31it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[14] Elapsed time 2.758 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.935382
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.88it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[15] Elapsed time 2.792 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.808003
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.91it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[16] Elapsed time 2.640 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.911756
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.07it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[17] Elapsed time 2.774 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.745403
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[18] Elapsed time 2.684 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=6.815964
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.06it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[19] Elapsed time 2.701 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.789640
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[20] Elapsed time 2.738 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.913221
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[21] Elapsed time 2.687 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.823885
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[22] Elapsed time 2.705 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.711271
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.80it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[23] Elapsed time 2.795 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=6.824348
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.26it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[24] Elapsed time 2.839 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.559524
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.27it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[25] Elapsed time 2.759 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.718423
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[26] Elapsed time 2.711 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.736918
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.49it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[27] Elapsed time 2.669 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.825921
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[28] Elapsed time 2.738 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.874498
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[29] Elapsed time 2.716 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.700222
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.77]
INFO:root:Epoch[30] Elapsed time 2.705 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=6.765361
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 38.28it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[31] Elapsed time 2.614 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.735108
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.16it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[32] Elapsed time 2.769 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.548145
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.09it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[33] Elapsed time 2.698 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.688582
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.18it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[34] Elapsed time 2.847 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.751544
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.84it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[35] Elapsed time 2.716 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.854037
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[36] Elapsed time 2.697 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.505569
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.70it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[37] Elapsed time 2.726 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=6.645284
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[38] Elapsed time 2.668 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.757057
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.86it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[39] Elapsed time 2.792 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.331447
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.30it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[40] Elapsed time 2.835 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.619723
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.05it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[41] Elapsed time 2.777 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.705972
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.26it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[42] Elapsed time 2.687 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.570503
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.45it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[43] Elapsed time 2.746 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.717591
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.55it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[44] Elapsed time 2.738 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=6.643835
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.32it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[45] Elapsed time 2.833 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.529577
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.93it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[46] Elapsed time 2.639 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.600608
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.38it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[47] Elapsed time 2.830 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.528621
INFO:root:Epoch[48] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.67it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[48] Elapsed time 2.729 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.576395
INFO:root:Epoch[49] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.05it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[49] Elapsed time 2.701 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.599603
INFO:root:Loading parameters from best epoch (39)
INFO:root:Epoch[50] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.73it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[50] Elapsed time 2.724 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.788124
INFO:root:Epoch[51] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[51] Elapsed time 2.722 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.478861
INFO:root:Epoch[52] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[52] Elapsed time 2.726 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=6.603878
INFO:root:Epoch[53] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[53] Elapsed time 2.724 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.665882
INFO:root:Epoch[54] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[54] Elapsed time 2.696 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.262374
INFO:root:Epoch[55] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.12it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[55] Elapsed time 2.696 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.656000
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.24it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[56] Elapsed time 2.762 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.627939
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:03<00:00, 31.38it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[57] Elapsed time 3.189 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.589412
INFO:root:Epoch[58] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[58] Elapsed time 2.710 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.690714
INFO:root:Epoch[59] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[59] Elapsed time 2.721 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=6.630897
INFO:root:Epoch[60] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.76it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[60] Elapsed time 2.724 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.469978
INFO:root:Epoch[61] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 38.01it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[61] Elapsed time 2.634 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.475580
INFO:root:Epoch[62] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.88it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[62] Elapsed time 2.714 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.450051
INFO:root:Epoch[63] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[63] Elapsed time 2.708 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.595793
INFO:root:Epoch[64] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 37.34it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[64] Elapsed time 2.681 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.515377
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[65] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.86it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[65] Elapsed time 2.715 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.662854
INFO:root:Epoch[66] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.71it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[66] Elapsed time 2.654 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=6.650758
INFO:root:Epoch[67] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.67it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[67] Elapsed time 2.732 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.477710
INFO:root:Epoch[68] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.84it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[68] Elapsed time 2.646 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.669175
INFO:root:Epoch[69] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[69] Elapsed time 2.730 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.280352
INFO:root:Epoch[70] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[70] Elapsed time 2.688 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.672859
INFO:root:Epoch[71] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[71] Elapsed time 2.693 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.566324
INFO:root:Epoch[72] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 37.40it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[72] Elapsed time 2.678 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.589851
INFO:root:Epoch[73] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[73] Elapsed time 2.707 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=6.541251
INFO:root:Epoch[74] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 36.85it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[74] Elapsed time 2.717 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.571970
INFO:root:Loading parameters from best epoch (54)
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[75] Elapsed time 2.708 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.541857
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 38.06it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[76] Elapsed time 2.630 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.455298
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.91it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[77] Elapsed time 2.712 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.488747
INFO:root:Epoch[78] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[78] Elapsed time 2.688 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.656641
INFO:root:Epoch[79] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.30it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[79] Elapsed time 2.684 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.521190
INFO:root:Epoch[80] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[80] Elapsed time 2.682 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=6.635313
INFO:root:Epoch[81] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[81] Elapsed time 2.672 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.546838
INFO:root:Epoch[82] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[82] Elapsed time 2.724 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.473641
INFO:root:Epoch[83] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.73it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[83] Elapsed time 2.654 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.637233
INFO:root:Epoch[84] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[84] Elapsed time 2.711 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.246997
INFO:root:Epoch[85] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[85] Elapsed time 2.712 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.669988
INFO:root:Epoch[86] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[86] Elapsed time 2.728 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.539254
INFO:root:Epoch[87] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.71it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[87] Elapsed time 2.727 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.593476
INFO:root:Epoch[88] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.30it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[88] Elapsed time 2.759 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=6.660400
INFO:root:Epoch[89] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[89] Elapsed time 2.709 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.561377
INFO:root:Epoch[90] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.51it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[90] Elapsed time 2.743 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.497707
INFO:root:Epoch[91] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[91] Elapsed time 2.690 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.464132
INFO:root:Epoch[92] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[92] Elapsed time 2.729 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.510808
INFO:root:Epoch[93] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.63it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[93] Elapsed time 2.734 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.621209
INFO:root:Epoch[94] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[94] Elapsed time 2.707 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.439826
INFO:root:Loading parameters from best epoch (84)
INFO:root:Epoch[95] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[95] Elapsed time 2.703 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=6.572427
INFO:root:Epoch[96] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[96] Elapsed time 2.706 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.609424
INFO:root:Epoch[97] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.45it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[97] Elapsed time 2.746 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.459457
INFO:root:Epoch[98] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[98] Elapsed time 2.665 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.567510
INFO:root:Epoch[99] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.67it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[99] Elapsed time 2.731 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.239610
INFO:root:Epoch[100] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[100] Elapsed time 2.671 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.689570
INFO:root:Epoch[101] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.90it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[101] Elapsed time 2.712 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.539075
INFO:root:Epoch[102] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[102] Elapsed time 2.686 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=6.641965
INFO:root:Epoch[103] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[103] Elapsed time 2.693 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.568834
INFO:root:Epoch[104] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[104] Elapsed time 2.677 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.543137
INFO:root:Epoch[105] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.03it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[105] Elapsed time 2.702 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.595643
INFO:root:Epoch[106] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.63it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[106] Elapsed time 2.662 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.394450
INFO:root:Epoch[107] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[107] Elapsed time 2.708 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.516057
INFO:root:Epoch[108] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.72it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[108] Elapsed time 2.654 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.657282
INFO:root:Epoch[109] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 37.84it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[109] Elapsed time 2.646 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=6.446746
INFO:root:Loading parameters from best epoch (99)
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[110] Elapsed time 2.709 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.630188
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.52it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[111] Elapsed time 2.668 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.652370
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[112] Elapsed time 2.724 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.436542
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.64it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[113] Elapsed time 2.660 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.612249
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.00it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[114] Elapsed time 2.706 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.206857
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[115] Elapsed time 2.689 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.649751
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.98it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[116] Elapsed time 2.709 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=6.508728
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[117] Elapsed time 2.663 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.574816
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[118] Elapsed time 2.719 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.603148
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.95it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[119] Elapsed time 2.710 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.546663
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.29it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[120] Elapsed time 2.759 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.526544
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.39it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[121] Elapsed time 2.678 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.404468
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.69it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[122] Elapsed time 2.729 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.470987
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:03<00:00, 29.73it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[123] Elapsed time 3.366 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=6.621919
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[124] Elapsed time 2.705 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=6.491881
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[125] Elapsed time 2.700 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.667858
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.10it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[126] Elapsed time 2.699 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.526099
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.12it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[127] Elapsed time 2.772 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.474585
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[128] Elapsed time 2.663 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.567776
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.79it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[129] Elapsed time 2.722 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.218355
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.24it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[130] Elapsed time 2.688 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=6.596065
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[131] Elapsed time 2.718 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.514217
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.56it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[132] Elapsed time 2.665 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.570707
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[133] Elapsed time 2.718 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.620477
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.97it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[134] Elapsed time 2.707 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.582859
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.68it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[135] Elapsed time 2.729 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.455805
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.01it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[136] Elapsed time 2.633 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.455384
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.24it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[137] Elapsed time 2.762 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.430114
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.96it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[138] Elapsed time 2.709 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=6.579283
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.15it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[139] Elapsed time 2.694 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.488234
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.07it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[140] Elapsed time 2.699 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.634054
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.93it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[141] Elapsed time 2.711 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.490345
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.32it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[142] Elapsed time 2.756 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.487878
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.42it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[143] Elapsed time 2.676 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.586545
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[144] Elapsed time 2.723 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.215891
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.23it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[145] Elapsed time 2.688 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=6.547817
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.72it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[146] Elapsed time 2.726 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.545258
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.60it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[147] Elapsed time 2.664 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.465299
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[148] Elapsed time 2.736 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.653093
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[149] Elapsed time 2.694 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.589504
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[150] Elapsed time 2.732 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.449838
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.31it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[151] Elapsed time 2.613 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.443286
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.47it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[152] Elapsed time 2.745 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=6.333358
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.87it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[153] Elapsed time 2.715 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.545714
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.11it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[154] Elapsed time 2.697 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.473532
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.57it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[155] Elapsed time 2.737 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.650184
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.29it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[156] Elapsed time 2.685 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.440338
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.28it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[157] Elapsed time 2.837 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.446573
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[158] Elapsed time 2.673 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.599630
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.45it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[159] Elapsed time 2.747 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=6.203639
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.02it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[160] Elapsed time 2.703 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.574931
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.75it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[161] Elapsed time 2.726 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.518897
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.69it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[162] Elapsed time 2.656 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.528823
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.28it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[163] Elapsed time 2.686 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.657519
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[164] Elapsed time 2.683 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.569538
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.81it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[165] Elapsed time 2.720 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.468281
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.13it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[166] Elapsed time 2.624 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=6.377841
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.77it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[167] Elapsed time 2.723 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.424992
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.20it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[168] Elapsed time 2.691 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.598766
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.57it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[169] Elapsed time 2.664 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.431465
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.01it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[170] Elapsed time 2.705 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.573853
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.67it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[171] Elapsed time 2.658 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.508636
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.70it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[172] Elapsed time 2.804 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.433009
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.78it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[173] Elapsed time 2.649 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=6.556211
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.10it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[174] Elapsed time 2.773 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.192287
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.25it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[175] Elapsed time 2.687 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.566235
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 34.95it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[176] Elapsed time 2.865 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.500951
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.46it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[177] Elapsed time 2.673 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.502164
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.82it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[178] Elapsed time 2.719 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.613673
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.59it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[179] Elapsed time 2.735 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.589429
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.82it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[180] Elapsed time 2.793 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.411438
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.22it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[181] Elapsed time 2.688 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=6.427548
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 34.23it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[182] Elapsed time 2.923 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.355849
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.99it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[183] Elapsed time 2.705 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.529031
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.18it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[184] Elapsed time 2.691 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.499922
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.62it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[185] Elapsed time 2.735 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.588553
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.41it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[186] Elapsed time 2.751 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.381125
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.98it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[187] Elapsed time 2.784 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.479212
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.32it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[188] Elapsed time 2.682 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=6.611159
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:03<00:00, 29.49it/s, avg_epoch_loss=6.14]
INFO:root:Epoch[189] Elapsed time 3.393 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.140786
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.14it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[190] Elapsed time 2.695 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.598688
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.44it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[191] Elapsed time 2.674 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.532034
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[192] Elapsed time 2.663 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.457813
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 36.07it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[193] Elapsed time 2.775 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.618473
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.68it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[194] Elapsed time 2.804 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.573531
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.67it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[195] Elapsed time 2.806 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=6.367668
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.92it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[196] Elapsed time 2.640 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=6.454278
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.39it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[197] Elapsed time 2.829 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.340820
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.58it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[198] Elapsed time 2.664 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.521294
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.17it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[199] Elapsed time 2.694 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.451888
INFO:root:Loading parameters from best epoch (189)
INFO:root:Final loss: 6.140786304473877 (occurred at epoch 189)
INFO:root:End model training
Running evaluation: 100%|██████████| 24000/24000 [06:35<00:00, 60.66it/s]
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  1.222891  0.104421  12.547621            0.097373            0.055406   

   seed  epochs  num_batches  
0    51     200          100  
Out[13]:
MASE sMAPE MSIS wQuantileLoss[0.5] wQuantileLoss[0.9] seed epochs num_batches
0 1.261322 0.105753 13.233006 0.098481 0.056909 42 200 100
0 1.238300 0.105517 13.093218 0.098675 0.056466 43 200 100
0 1.212216 0.104063 12.384687 0.096545 0.056313 44 200 100
0 1.234200 0.105442 12.786743 0.098464 0.056669 45 200 100
0 1.251808 0.105656 13.383976 0.098684 0.056591 46 200 100
0 1.316282 0.106864 14.081364 0.099024 0.056551 47 200 100
0 1.443332 0.111835 15.251905 0.103593 0.057619 48 200 100
0 1.228810 0.105201 13.063199 0.098058 0.057813 49 200 100
0 1.256565 0.106413 13.263803 0.099732 0.056965 50 200 100
0 1.222891 0.104421 12.547621 0.097373 0.055406 51 200 100
In [14]:
!jupyter nbconvert --output-dir="../html_outputs" --to html gluonts-use_multiple_static_feats.ipynb
[NbConvertApp] Converting notebook gluonts-use_multiple_static_feats.ipynb to html
[NbConvertApp] Writing 4070341 bytes to ../html_outputs/gluonts-use_multiple_static_feats.html

m4_yearly vs. m4_yearly_domain

In [ ]:
results = pd.DataFrame()

for i in range(42, 52):
    print("Seed:", i)
    df = deepar(data="m4_yearly", seed=i, epochs=200, batches=100)
    pprint(df)
    results = results.append(df)

results
INFO:root:downloading and processing m4_yearly
Seed: 42
saving time-series into /home/ec2-user/.mxnet/gluon-ts/datasets/m4_yearly/train/data.json
saving time-series into /home/ec2-user/.mxnet/gluon-ts/datasets/m4_yearly/test/data.json
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1179723
100%|██████████| 100/100 [00:02<00:00, 41.68it/s, avg_epoch_loss=8.14]
INFO:root:Epoch[0] Elapsed time 2.401 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.140023
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.29it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[1] Elapsed time 2.260 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.816145
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.47it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[2] Elapsed time 2.302 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.890125
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.45it/s, avg_epoch_loss=7.26]
INFO:root:Epoch[3] Elapsed time 2.251 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.256244
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.68it/s, avg_epoch_loss=7.4]
INFO:root:Epoch[4] Elapsed time 2.242 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.403045
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.35it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[5] Elapsed time 2.310 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.889821
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 41.86it/s, avg_epoch_loss=7.12]
INFO:root:Epoch[6] Elapsed time 2.392 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.121914
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.49it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[7] Elapsed time 2.303 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.857856
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 45.25it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[8] Elapsed time 2.213 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.223417
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 42.64it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[9] Elapsed time 2.347 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.371200
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.24it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[10] Elapsed time 2.315 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.821579
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 45.13it/s, avg_epoch_loss=7.22]
INFO:root:Epoch[11] Elapsed time 2.217 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=7.220065
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 41.91it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[12] Elapsed time 2.388 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.690996
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.26it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[13] Elapsed time 2.314 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.883064
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 42.30it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[14] Elapsed time 2.367 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.695700
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.60it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[15] Elapsed time 2.244 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.114572
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 42.67it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[16] Elapsed time 2.345 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.067773
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.53it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[17] Elapsed time 2.300 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.763127
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.61it/s, avg_epoch_loss=7.04]
INFO:root:Epoch[18] Elapsed time 2.246 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.036351
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.54it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[19] Elapsed time 2.301 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.645329
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.08it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[20] Elapsed time 2.324 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.744395
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.43it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[21] Elapsed time 2.254 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.570262
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.20it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[22] Elapsed time 2.264 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.315660
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.28it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[23] Elapsed time 2.260 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.801098
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.06it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[24] Elapsed time 2.271 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.624604
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.13it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[25] Elapsed time 2.269 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.848378
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.17it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[26] Elapsed time 2.268 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.717909
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 42.82it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[27] Elapsed time 2.338 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.506622
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.23it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[28] Elapsed time 2.263 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.666115
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 42.28it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[29] Elapsed time 2.367 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.383742
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.06it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[30] Elapsed time 2.325 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.604855
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.22it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[31] Elapsed time 2.315 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.392209
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 41.39it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[32] Elapsed time 2.420 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.686846
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.81it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[33] Elapsed time 2.236 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.833104
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 40.57it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[34] Elapsed time 2.468 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.372640
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.28it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[35] Elapsed time 2.313 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.679120
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 41.48it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[36] Elapsed time 2.414 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.449463
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.38it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[37] Elapsed time 2.308 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.560893
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 42.70it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[38] Elapsed time 2.344 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.198479
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.90it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[39] Elapsed time 2.281 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.524188
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.22it/s, avg_epoch_loss=7]
INFO:root:Epoch[40] Elapsed time 2.264 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.995295
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 42.55it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[41] Elapsed time 2.352 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.224256
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.57it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[42] Elapsed time 2.297 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.678629
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.50it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[43] Elapsed time 2.302 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.387456
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 45.29it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[44] Elapsed time 2.210 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.604637
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 35.38it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[45] Elapsed time 2.830 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.074407
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 41.30it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[46] Elapsed time 2.423 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.450764
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 45.51it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[47] Elapsed time 2.199 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.905876
INFO:root:Loading parameters from best epoch (37)
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 42.86it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[48] Elapsed time 2.335 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.271583
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 42.92it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[49] Elapsed time 2.332 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.613080
INFO:root:Epoch[50] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 43.55it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[50] Elapsed time 2.299 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.350537
INFO:root:Epoch[51] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 42.96it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[51] Elapsed time 2.329 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.873123
INFO:root:Epoch[52] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 44.33it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[52] Elapsed time 2.258 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.830032
INFO:root:Epoch[53] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 43.75it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[53] Elapsed time 2.288 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.470005
INFO:root:Epoch[54] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 43.16it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[54] Elapsed time 2.320 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.866430
INFO:root:Epoch[55] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 42.27it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[55] Elapsed time 2.367 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.350381
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 42.97it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[56] Elapsed time 2.331 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.526818
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 44.02it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[57] Elapsed time 2.275 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.366404
INFO:root:Loading parameters from best epoch (37)
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 44.35it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[58] Elapsed time 2.258 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.048478
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 43.82it/s, avg_epoch_loss=5.76]
INFO:root:Epoch[59] Elapsed time 2.284 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.756666
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 42.58it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[60] Elapsed time 2.352 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.446793
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 42.67it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[61] Elapsed time 2.347 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.824979
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 44.22it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[62] Elapsed time 2.265 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.515791
INFO:root:Epoch[63] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 42.10it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[63] Elapsed time 2.377 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.488716
INFO:root:Epoch[64] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 42.76it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[64] Elapsed time 2.343 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.433903
INFO:root:Epoch[65] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 44.25it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[65] Elapsed time 2.262 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.150639
INFO:root:Epoch[66] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 44.94it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[66] Elapsed time 2.227 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.619437
INFO:root:Epoch[67] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 42.82it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[67] Elapsed time 2.337 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.398826
INFO:root:Loading parameters from best epoch (37)
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 44.59it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[68] Elapsed time 2.245 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.820936
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 44.40it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[69] Elapsed time 2.255 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.618716
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 42.74it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[70] Elapsed time 2.343 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.415584
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 44.27it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[71] Elapsed time 2.262 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.526445
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 43.68it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[72] Elapsed time 2.292 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.326117
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 44.73it/s, avg_epoch_loss=5.54]
INFO:root:Epoch[73] Elapsed time 2.238 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.536370
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 42.21it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[74] Elapsed time 2.371 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.323503
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 44.35it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[75] Elapsed time 2.258 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.575580
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 44.94it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[76] Elapsed time 2.227 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.815035
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 43.15it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[77] Elapsed time 2.321 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.251459
INFO:root:Epoch[78] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 44.64it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[78] Elapsed time 2.242 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.593302
INFO:root:Epoch[79] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 43.42it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[79] Elapsed time 2.306 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.367912
INFO:root:Epoch[80] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 44.55it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[80] Elapsed time 2.247 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.631561
INFO:root:Epoch[81] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 40.86it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[81] Elapsed time 2.450 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.228594
INFO:root:Epoch[82] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 43.07it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[82] Elapsed time 2.324 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.407480
INFO:root:Epoch[83] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 42.56it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[83] Elapsed time 2.353 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.864266
INFO:root:Loading parameters from best epoch (73)
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 42.38it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[84] Elapsed time 2.361 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.315781
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 42.63it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[85] Elapsed time 2.348 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.584592
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 43.37it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[86] Elapsed time 2.307 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.359861
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 45.01it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[87] Elapsed time 2.225 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.791512
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 43.38it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[88] Elapsed time 2.309 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.992491
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 43.80it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[89] Elapsed time 2.286 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.446234
INFO:root:Epoch[90] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 45.28it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[90] Elapsed time 2.210 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.897363
INFO:root:Epoch[91] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 43.79it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[91] Elapsed time 2.286 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.282044
INFO:root:Epoch[92] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 42.05it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[92] Elapsed time 2.381 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.549902
INFO:root:Epoch[93] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 42.82it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[93] Elapsed time 2.337 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.305838
INFO:root:Loading parameters from best epoch (73)
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.06it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[94] Elapsed time 2.324 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=5.935490
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.86it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[95] Elapsed time 2.283 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.851753
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.62it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[96] Elapsed time 2.349 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.470488
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.63it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[97] Elapsed time 2.295 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.856770
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.92it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[98] Elapsed time 2.333 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.411006
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.24it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[99] Elapsed time 2.314 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.560434
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 40.90it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[100] Elapsed time 2.448 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.331512
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.43it/s, avg_epoch_loss=6.01]
INFO:root:Epoch[101] Elapsed time 2.253 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.013960
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 40.45it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[102] Elapsed time 2.476 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.733120
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.62it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[103] Elapsed time 2.296 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.408098
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.10it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[104] Elapsed time 2.378 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.893004
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.60it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[105] Elapsed time 2.349 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.432259
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.96it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[106] Elapsed time 2.330 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.485802
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 41.90it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[107] Elapsed time 2.390 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.367043
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.99it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[108] Elapsed time 2.276 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.146120
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.61it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[109] Elapsed time 2.245 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.644503
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.27it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[110] Elapsed time 2.313 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.419804
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.24it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[111] Elapsed time 2.264 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.705982
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.63it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[112] Elapsed time 2.244 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.587890
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.40it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[113] Elapsed time 2.307 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.318668
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.57it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[114] Elapsed time 2.298 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.444291
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.00it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[115] Elapsed time 2.275 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.275424
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.12it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[116] Elapsed time 2.269 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.572162
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 41.54it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[117] Elapsed time 2.410 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.225877
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.10it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[118] Elapsed time 2.270 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.526168
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 45.22it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[119] Elapsed time 2.214 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.781829
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.42it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[120] Elapsed time 2.361 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.261218
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.34it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[121] Elapsed time 2.259 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.536514
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.27it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[122] Elapsed time 2.368 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.312442
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 35.64it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[123] Elapsed time 2.808 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.625956
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.58it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[124] Elapsed time 2.298 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=6.192706
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.95it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[125] Elapsed time 2.278 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.393176
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.88it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[126] Elapsed time 2.335 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.905819
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.28it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[127] Elapsed time 2.368 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.251489
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.18it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[128] Elapsed time 2.321 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.544516
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.46it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[129] Elapsed time 2.303 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.353626
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.22it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[130] Elapsed time 2.316 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.695827
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.48it/s, avg_epoch_loss=6.09]
INFO:root:Epoch[131] Elapsed time 2.303 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=6.093912
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.97it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[132] Elapsed time 2.329 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.411723
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 45.14it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[133] Elapsed time 2.218 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.870750
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.54it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[134] Elapsed time 2.299 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.268764
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.08it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[135] Elapsed time 2.324 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.495405
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.43it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[136] Elapsed time 2.304 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.325429
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.74it/s, avg_epoch_loss=5.84]
INFO:root:Epoch[137] Elapsed time 2.237 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=5.844519
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 41.91it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[138] Elapsed time 2.388 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.884986
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.22it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[139] Elapsed time 2.371 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.421771
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.42it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[140] Elapsed time 2.254 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.814974
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.11it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[141] Elapsed time 2.378 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.337069
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.44it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[142] Elapsed time 2.304 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.572584
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 41.66it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[143] Elapsed time 2.404 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.263475
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.12it/s, avg_epoch_loss=6]
INFO:root:Epoch[144] Elapsed time 2.323 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=5.997172
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.12it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[145] Elapsed time 2.268 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.740611
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.41it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[146] Elapsed time 2.306 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.433501
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.70it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[147] Elapsed time 2.240 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.779719
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.07it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[148] Elapsed time 2.271 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.372310
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.96it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[149] Elapsed time 2.330 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.477436
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.31it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[150] Elapsed time 2.310 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.332222
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.13it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[151] Elapsed time 2.376 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.103750
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 41.87it/s, avg_epoch_loss=5.63]
INFO:root:Epoch[152] Elapsed time 2.390 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.629261
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 40.89it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[153] Elapsed time 2.448 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.417573
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.84it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[154] Elapsed time 2.285 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.740313
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.50it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[155] Elapsed time 2.356 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.431975
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 40.42it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[156] Elapsed time 2.476 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.366350
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.29it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[157] Elapsed time 2.369 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.377593
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.03it/s, avg_epoch_loss=6.18]
INFO:root:Epoch[158] Elapsed time 2.326 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.178824
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 45.03it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[159] Elapsed time 2.224 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.563945
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 41.59it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[160] Elapsed time 2.406 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.302216
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.15it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[161] Elapsed time 2.269 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.643236
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.75it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[162] Elapsed time 2.237 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.613837
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.10it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[163] Elapsed time 2.322 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.305333
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.05it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[164] Elapsed time 2.272 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.412043
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.53it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[165] Elapsed time 2.299 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.342853
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.14it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[166] Elapsed time 2.267 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.530904
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.73it/s, avg_epoch_loss=6.13]
INFO:root:Epoch[167] Elapsed time 2.342 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=6.129458
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.39it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[168] Elapsed time 2.255 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.407796
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 45.70it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[169] Elapsed time 2.190 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.851019
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.30it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[170] Elapsed time 2.366 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.209714
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.16it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[171] Elapsed time 2.268 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.508035
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.67it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[172] Elapsed time 2.292 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.283301
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.95it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[173] Elapsed time 2.227 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.611610
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.44it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[174] Elapsed time 2.360 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=6.109784
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.10it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[175] Elapsed time 2.269 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.322903
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.59it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[176] Elapsed time 2.245 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.845476
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.10it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[177] Elapsed time 2.378 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.240420
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 41.43it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[178] Elapsed time 2.416 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.499046
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.20it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[179] Elapsed time 2.266 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.274076
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.90it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[180] Elapsed time 2.229 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=5.846426
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 41.31it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[181] Elapsed time 2.423 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.795481
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.00it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[182] Elapsed time 2.278 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.417388
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.73it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[183] Elapsed time 2.238 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.785650
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.69it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[184] Elapsed time 2.291 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.330753
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.76it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[185] Elapsed time 2.287 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.465542
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.14it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[186] Elapsed time 2.268 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.284068
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.69it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[187] Elapsed time 2.240 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.069905
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.25it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[188] Elapsed time 2.262 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.598378
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.35it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[189] Elapsed time 2.310 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.367502
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 45.04it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[190] Elapsed time 2.223 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.659928
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.40it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[191] Elapsed time 2.255 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.433698
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.83it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[192] Elapsed time 2.337 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.350940
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.21it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[193] Elapsed time 2.264 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.382256
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.16it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[194] Elapsed time 2.268 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.115054
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 45.06it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[195] Elapsed time 2.224 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.575817
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.86it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[196] Elapsed time 2.282 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=6.288513
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.84it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[197] Elapsed time 2.284 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.600084
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.84it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[198] Elapsed time 2.284 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.658769
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.96it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[199] Elapsed time 2.279 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.219131
INFO:root:Loading parameters from best epoch (166)
INFO:root:Final loss: 5.5309036827087406 (occurred at epoch 166)
INFO:root:End model training
Running evaluation: 100%|██████████| 23000/23000 [05:15<00:00, 72.84it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_yearly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1179723
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.146331  0.137157  47.755095            0.133949            0.086913   

   seed  epochs  num_batches  
0    42     200          100  
Seed: 43
100%|██████████| 100/100 [00:02<00:00, 42.17it/s, avg_epoch_loss=8.19]
INFO:root:Epoch[0] Elapsed time 2.373 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.190277
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.66it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[1] Elapsed time 2.292 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.827358
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 42.98it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[2] Elapsed time 2.329 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.845663
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.89it/s, avg_epoch_loss=7.24]
INFO:root:Epoch[3] Elapsed time 2.282 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.236609
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.15it/s, avg_epoch_loss=7.38]
INFO:root:Epoch[4] Elapsed time 2.319 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.384245
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.60it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[5] Elapsed time 2.296 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.905862
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.51it/s, avg_epoch_loss=7.09]
INFO:root:Epoch[6] Elapsed time 2.300 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.090721
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.77it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[7] Elapsed time 2.288 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.848853
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 45.29it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[8] Elapsed time 2.210 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.210619
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.05it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[9] Elapsed time 2.325 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.279545
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 42.82it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[10] Elapsed time 2.337 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.854234
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.56it/s, avg_epoch_loss=7.17]
INFO:root:Epoch[11] Elapsed time 2.247 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=7.172483
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 42.87it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[12] Elapsed time 2.336 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.636840
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 42.89it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[13] Elapsed time 2.334 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.869128
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 41.46it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[14] Elapsed time 2.416 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.715970
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.74it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[15] Elapsed time 2.238 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.148470
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 42.73it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[16] Elapsed time 2.342 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=6.067024
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.26it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[17] Elapsed time 2.315 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.695539
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.31it/s, avg_epoch_loss=7.03]
INFO:root:Epoch[18] Elapsed time 2.259 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.026899
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 36.74it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[19] Elapsed time 2.726 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.677815
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 37.96it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[20] Elapsed time 2.636 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.783826
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.15it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[21] Elapsed time 2.266 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.558094
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 42.42it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[22] Elapsed time 2.361 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.295742
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.29it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[23] Elapsed time 2.261 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.818989
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.36it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[24] Elapsed time 2.308 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.593754
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.48it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[25] Elapsed time 2.251 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.920731
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.80it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[26] Elapsed time 2.285 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.658345
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 42.28it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[27] Elapsed time 2.368 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.566828
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.86it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[28] Elapsed time 2.284 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.642521
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.64it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[29] Elapsed time 2.293 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.327226
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.99it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[30] Elapsed time 2.226 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.645275
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.11it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[31] Elapsed time 2.321 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.476696
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.01it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[32] Elapsed time 2.276 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.725474
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.74it/s, avg_epoch_loss=6.78]
INFO:root:Epoch[33] Elapsed time 2.289 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.783311
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 42.03it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[34] Elapsed time 2.381 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.461838
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 42.09it/s, avg_epoch_loss=6.72]
INFO:root:Epoch[35] Elapsed time 2.377 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.715348
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.38it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[36] Elapsed time 2.310 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.405585
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.80it/s, avg_epoch_loss=5.61]
INFO:root:Epoch[37] Elapsed time 2.237 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.613542
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 42.92it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[38] Elapsed time 2.331 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.296185
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.09it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[39] Elapsed time 2.324 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.547145
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 45.97it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[40] Elapsed time 2.177 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.935451
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.19it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[41] Elapsed time 2.319 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.271486
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.93it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[42] Elapsed time 2.279 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.678715
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.25it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[43] Elapsed time 2.316 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.426017
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.05it/s, avg_epoch_loss=5.69]
INFO:root:Epoch[44] Elapsed time 2.325 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.692462
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 41.66it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[45] Elapsed time 2.403 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=6.077552
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.12it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[46] Elapsed time 2.321 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.565309
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 45.93it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[47] Elapsed time 2.180 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.856110
INFO:root:Loading parameters from best epoch (37)
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 44.07it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[48] Elapsed time 2.271 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.399639
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 43.55it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[49] Elapsed time 2.298 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.653569
INFO:root:Epoch[50] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 43.72it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[50] Elapsed time 2.291 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.405323
INFO:root:Epoch[51] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 43.13it/s, avg_epoch_loss=5.94]
INFO:root:Epoch[51] Elapsed time 2.322 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=5.936558
INFO:root:Epoch[52] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 44.30it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[52] Elapsed time 2.259 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.801382
INFO:root:Epoch[53] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 43.88it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[53] Elapsed time 2.282 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.452903
INFO:root:Epoch[54] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 43.33it/s, avg_epoch_loss=6.88]
INFO:root:Epoch[54] Elapsed time 2.310 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.876790
INFO:root:Epoch[55] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 44.39it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[55] Elapsed time 2.255 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.440875
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 43.30it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[56] Elapsed time 2.312 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.521660
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 42.68it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[57] Elapsed time 2.346 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.366274
INFO:root:Loading parameters from best epoch (37)
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 42.84it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[58] Elapsed time 2.336 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.122007
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 42.26it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[59] Elapsed time 2.368 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.651401
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 44.28it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[60] Elapsed time 2.262 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.501979
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 44.57it/s, avg_epoch_loss=6.76]
INFO:root:Epoch[61] Elapsed time 2.246 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.758541
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 44.42it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[62] Elapsed time 2.253 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.562610
INFO:root:Epoch[63] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 43.45it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[63] Elapsed time 2.304 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.430800
INFO:root:Epoch[64] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 43.65it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[64] Elapsed time 2.294 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.537807
INFO:root:Epoch[65] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 44.23it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[65] Elapsed time 2.263 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.282309
INFO:root:Epoch[66] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 43.59it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[66] Elapsed time 2.296 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.534106
INFO:root:Epoch[67] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 41.68it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[67] Elapsed time 2.401 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.360658
INFO:root:Epoch[68] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 44.17it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[68] Elapsed time 2.267 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.645688
INFO:root:Epoch[69] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 44.82it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[69] Elapsed time 2.233 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.740934
INFO:root:Epoch[70] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 42.83it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[70] Elapsed time 2.336 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.273877
INFO:root:Epoch[71] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 43.85it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[71] Elapsed time 2.284 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.573665
INFO:root:Epoch[72] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 43.46it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[72] Elapsed time 2.305 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.379344
INFO:root:Epoch[73] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 44.37it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[73] Elapsed time 2.256 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.600651
INFO:root:Epoch[74] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 43.62it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[74] Elapsed time 2.296 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.149501
INFO:root:Epoch[75] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 43.47it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[75] Elapsed time 2.303 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.422077
INFO:root:Epoch[76] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 44.25it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[76] Elapsed time 2.262 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.868392
INFO:root:Loading parameters from best epoch (66)
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 43.22it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[77] Elapsed time 2.315 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.376272
INFO:root:Epoch[78] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 43.23it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[78] Elapsed time 2.315 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.607133
INFO:root:Epoch[79] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 42.12it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[79] Elapsed time 2.377 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.372947
INFO:root:Epoch[80] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 42.26it/s, avg_epoch_loss=5.82]
INFO:root:Epoch[80] Elapsed time 2.370 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.823699
INFO:root:Epoch[81] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 43.14it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[81] Elapsed time 2.320 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=5.921668
INFO:root:Epoch[82] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 43.38it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[82] Elapsed time 2.307 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.462682
INFO:root:Epoch[83] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 44.56it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[83] Elapsed time 2.248 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.832032
INFO:root:Epoch[84] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 43.73it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[84] Elapsed time 2.291 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.395104
INFO:root:Epoch[85] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 41.87it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[85] Elapsed time 2.390 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.557090
INFO:root:Epoch[86] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 42.46it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[86] Elapsed time 2.358 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.330300
INFO:root:Loading parameters from best epoch (66)
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 44.32it/s, avg_epoch_loss=6.04]
INFO:root:Epoch[87] Elapsed time 2.258 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=6.037266
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 43.87it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[88] Elapsed time 2.283 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.786043
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 41.91it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[89] Elapsed time 2.388 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.494112
INFO:root:Epoch[90] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 43.87it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[90] Elapsed time 2.281 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.916878
INFO:root:Epoch[91] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 43.55it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[91] Elapsed time 2.300 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.448593
INFO:root:Epoch[92] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 43.16it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[92] Elapsed time 2.319 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.518928
INFO:root:Epoch[93] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 44.07it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[93] Elapsed time 2.271 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.367571
INFO:root:Epoch[94] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 44.26it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[94] Elapsed time 2.262 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.100197
INFO:root:Epoch[95] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 42.52it/s, avg_epoch_loss=5.71]
INFO:root:Epoch[95] Elapsed time 2.355 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.713856
INFO:root:Epoch[96] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 44.43it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[96] Elapsed time 2.253 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.439771
INFO:root:Loading parameters from best epoch (66)
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 37.47it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[97] Elapsed time 2.671 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.873602
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 39.67it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[98] Elapsed time 2.523 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.546286
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.70it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[99] Elapsed time 2.346 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.425763
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.83it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[100] Elapsed time 2.337 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.516336
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.99it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[101] Elapsed time 2.276 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.260347
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 45.02it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[102] Elapsed time 2.223 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.581320
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.77it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[103] Elapsed time 2.288 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.314058
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.48it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[104] Elapsed time 2.302 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.616950
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.72it/s, avg_epoch_loss=6.75]
INFO:root:Epoch[105] Elapsed time 2.238 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.754835
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.58it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[106] Elapsed time 2.297 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.328801
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.68it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[107] Elapsed time 2.345 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.512340
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.09it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[108] Elapsed time 2.322 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.417326
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.76it/s, avg_epoch_loss=5.56]
INFO:root:Epoch[109] Elapsed time 2.238 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.561225
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.57it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[110] Elapsed time 2.297 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.260160
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.80it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[111] Elapsed time 2.285 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.432269
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 45.49it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[112] Elapsed time 2.200 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.943385
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.53it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[113] Elapsed time 2.354 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.249283
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.54it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[114] Elapsed time 2.300 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.602322
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.10it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[115] Elapsed time 2.322 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.389379
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.32it/s, avg_epoch_loss=5.7]
INFO:root:Epoch[116] Elapsed time 2.260 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.704862
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.37it/s, avg_epoch_loss=6]
INFO:root:Epoch[117] Elapsed time 2.309 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.003353
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.32it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[118] Elapsed time 2.260 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.448968
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.24it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[119] Elapsed time 2.264 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.919321
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.37it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[120] Elapsed time 2.309 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.290493
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.01it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[121] Elapsed time 2.327 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.580724
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.67it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[122] Elapsed time 2.293 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.325555
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.16it/s, avg_epoch_loss=5.87]
INFO:root:Epoch[123] Elapsed time 2.266 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.866769
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.37it/s, avg_epoch_loss=5.86]
INFO:root:Epoch[124] Elapsed time 2.308 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.855830
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.63it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[125] Elapsed time 2.295 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.443780
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.85it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[126] Elapsed time 2.233 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.862293
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.82it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[127] Elapsed time 2.284 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.373817
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.04it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[128] Elapsed time 2.325 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.559969
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.58it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[129] Elapsed time 2.297 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.320245
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.14it/s, avg_epoch_loss=5.97]
INFO:root:Epoch[130] Elapsed time 2.269 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.969954
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.18it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[131] Elapsed time 2.265 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.796471
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.73it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[132] Elapsed time 2.289 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.421500
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.91it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[133] Elapsed time 2.280 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.851671
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.19it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[134] Elapsed time 2.265 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.469683
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.37it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[135] Elapsed time 2.308 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.474185
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.79it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[136] Elapsed time 2.286 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.393680
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.03it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[137] Elapsed time 2.327 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.166183
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.73it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[138] Elapsed time 2.239 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.596140
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.03it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[139] Elapsed time 2.326 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.393602
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.81it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[140] Elapsed time 2.286 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.629440
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.34it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[141] Elapsed time 2.258 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.618618
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.12it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[142] Elapsed time 2.322 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.356764
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.23it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[143] Elapsed time 2.263 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.427720
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.48it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[144] Elapsed time 2.302 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.304353
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.89it/s, avg_epoch_loss=5.5]
INFO:root:Epoch[145] Elapsed time 2.232 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.502426
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.47it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[146] Elapsed time 2.305 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.264977
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.53it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[147] Elapsed time 2.248 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.613623
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.80it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[148] Elapsed time 2.234 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.731790
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.80it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[149] Elapsed time 2.286 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.299828
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.65it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[150] Elapsed time 2.242 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.433286
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.76it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[151] Elapsed time 2.289 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.375598
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.96it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[152] Elapsed time 2.228 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.594179
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.72it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[153] Elapsed time 2.289 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.199141
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.15it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[154] Elapsed time 2.267 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.388580
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 45.51it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[155] Elapsed time 2.200 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.860259
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.63it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[156] Elapsed time 2.295 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.288095
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.00it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[157] Elapsed time 2.276 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.532109
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.69it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[158] Elapsed time 2.291 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.348927
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 45.09it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[159] Elapsed time 2.220 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.744551
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.75it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[160] Elapsed time 2.288 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=5.948670
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.93it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[161] Elapsed time 2.278 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.393118
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 45.36it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[162] Elapsed time 2.207 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.865324
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.35it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[163] Elapsed time 2.257 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.325741
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.01it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[164] Elapsed time 2.327 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.541806
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.66it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[165] Elapsed time 2.294 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.264548
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.40it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[166] Elapsed time 2.256 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.912973
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.20it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[167] Elapsed time 2.266 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.794218
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.31it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[168] Elapsed time 2.259 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.389911
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.84it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[169] Elapsed time 2.233 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.845788
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.98it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[170] Elapsed time 2.277 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.375411
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.14it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[171] Elapsed time 2.321 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.483629
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.27it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[172] Elapsed time 2.262 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.310981
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.14it/s, avg_epoch_loss=6.1]
INFO:root:Epoch[173] Elapsed time 2.320 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=6.104858
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.85it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[174] Elapsed time 2.232 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.597302
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 39.48it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[175] Elapsed time 2.536 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.357398
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 38.47it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[176] Elapsed time 2.601 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.657449
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.24it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[177] Elapsed time 2.316 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.538184
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.57it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[178] Elapsed time 2.299 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.317085
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.31it/s, avg_epoch_loss=6.42]
INFO:root:Epoch[179] Elapsed time 2.260 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.424170
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.69it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[180] Elapsed time 2.293 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.264561
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 45.10it/s, avg_epoch_loss=5.53]
INFO:root:Epoch[181] Elapsed time 2.219 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.527752
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.46it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[182] Elapsed time 2.304 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.250833
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.38it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[183] Elapsed time 2.257 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.543904
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 45.17it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[184] Elapsed time 2.217 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.675014
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.52it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[185] Elapsed time 2.301 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.229932
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.59it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[186] Elapsed time 2.245 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.489847
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.41it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[187] Elapsed time 2.306 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.347601
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 45.41it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[188] Elapsed time 2.205 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.577098
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.12it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[189] Elapsed time 2.322 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.151801
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.80it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[190] Elapsed time 2.285 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.368943
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 45.56it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[191] Elapsed time 2.197 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.844050
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.87it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[192] Elapsed time 2.281 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.230025
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 41.54it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[193] Elapsed time 2.409 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.510702
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.99it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[194] Elapsed time 2.276 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.298058
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.48it/s, avg_epoch_loss=5.73]
INFO:root:Epoch[195] Elapsed time 2.303 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.733701
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.64it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[196] Elapsed time 2.294 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.932478
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.26it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[197] Elapsed time 2.261 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.392520
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 45.18it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[198] Elapsed time 2.216 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.794836
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.21it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[199] Elapsed time 2.266 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.349523
INFO:root:Loading parameters from best epoch (145)
INFO:root:Final loss: 5.502426428794861 (occurred at epoch 145)
INFO:root:End model training
Running evaluation: 100%|██████████| 23000/23000 [05:16<00:00, 72.69it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_yearly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1179723
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.156921  0.138072  50.269626            0.133475            0.086437   

   seed  epochs  num_batches  
0    43     200          100  
Seed: 44
100%|██████████| 100/100 [00:02<00:00, 42.24it/s, avg_epoch_loss=7.97]
INFO:root:Epoch[0] Elapsed time 2.370 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=7.970582
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.08it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[1] Elapsed time 2.271 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.801754
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.39it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[2] Elapsed time 2.307 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.831550
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.04it/s, avg_epoch_loss=7.25]
INFO:root:Epoch[3] Elapsed time 2.273 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.253385
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.89it/s, avg_epoch_loss=7.42]
INFO:root:Epoch[4] Elapsed time 2.231 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.423772
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.32it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[5] Elapsed time 2.311 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.899726
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.09it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[6] Elapsed time 2.323 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.068775
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.92it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[7] Elapsed time 2.279 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.838063
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.90it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[8] Elapsed time 2.231 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.266327
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.01it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[9] Elapsed time 2.274 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.220452
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.26it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[10] Elapsed time 2.261 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.834188
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.38it/s, avg_epoch_loss=7.13]
INFO:root:Epoch[11] Elapsed time 2.255 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=7.134757
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.87it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[12] Elapsed time 2.283 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.665296
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 42.98it/s, avg_epoch_loss=6.82]
INFO:root:Epoch[13] Elapsed time 2.330 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.824755
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.67it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[14] Elapsed time 2.292 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.643723
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.26it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[15] Elapsed time 2.262 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.238529
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.32it/s, avg_epoch_loss=5.92]
INFO:root:Epoch[16] Elapsed time 2.260 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.915754
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 42.91it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[17] Elapsed time 2.333 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.659186
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.19it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[18] Elapsed time 2.265 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.011713
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.47it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[19] Elapsed time 2.304 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.650089
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 42.99it/s, avg_epoch_loss=6.7]
INFO:root:Epoch[20] Elapsed time 2.329 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.696718
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.02it/s, avg_epoch_loss=6.71]
INFO:root:Epoch[21] Elapsed time 2.327 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.710099
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.92it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[22] Elapsed time 2.279 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.249397
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.04it/s, avg_epoch_loss=5.85]
INFO:root:Epoch[23] Elapsed time 2.274 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.853381
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.00it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[24] Elapsed time 2.275 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.602722
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.70it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[25] Elapsed time 2.292 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.802830
INFO:root:Epoch[26] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.64it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[26] Elapsed time 2.244 seconds
INFO:root:Epoch[26] Evaluation metric 'epoch_loss'=6.676594
INFO:root:Epoch[27] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.64it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[27] Elapsed time 2.295 seconds
INFO:root:Epoch[27] Evaluation metric 'epoch_loss'=6.487915
INFO:root:Epoch[28] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.71it/s, avg_epoch_loss=6.59]
INFO:root:Epoch[28] Elapsed time 2.291 seconds
INFO:root:Epoch[28] Evaluation metric 'epoch_loss'=6.585601
INFO:root:Epoch[29] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.05it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[29] Elapsed time 2.274 seconds
INFO:root:Epoch[29] Evaluation metric 'epoch_loss'=6.330651
INFO:root:Epoch[30] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.66it/s, avg_epoch_loss=5.6]
INFO:root:Epoch[30] Elapsed time 2.241 seconds
INFO:root:Epoch[30] Evaluation metric 'epoch_loss'=5.599776
INFO:root:Epoch[31] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.28it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[31] Elapsed time 2.312 seconds
INFO:root:Epoch[31] Evaluation metric 'epoch_loss'=6.411063
INFO:root:Epoch[32] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.38it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[32] Elapsed time 2.309 seconds
INFO:root:Epoch[32] Evaluation metric 'epoch_loss'=6.730220
INFO:root:Epoch[33] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.38it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[33] Elapsed time 2.257 seconds
INFO:root:Epoch[33] Evaluation metric 'epoch_loss'=6.887297
INFO:root:Epoch[34] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.22it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[34] Elapsed time 2.318 seconds
INFO:root:Epoch[34] Evaluation metric 'epoch_loss'=6.369468
INFO:root:Epoch[35] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.48it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[35] Elapsed time 2.251 seconds
INFO:root:Epoch[35] Evaluation metric 'epoch_loss'=6.642768
INFO:root:Epoch[36] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.33it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[36] Elapsed time 2.310 seconds
INFO:root:Epoch[36] Evaluation metric 'epoch_loss'=6.447981
INFO:root:Epoch[37] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.93it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[37] Elapsed time 2.230 seconds
INFO:root:Epoch[37] Evaluation metric 'epoch_loss'=5.590792
INFO:root:Epoch[38] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.62it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[38] Elapsed time 2.294 seconds
INFO:root:Epoch[38] Evaluation metric 'epoch_loss'=6.241794
INFO:root:Epoch[39] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.51it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[39] Elapsed time 2.250 seconds
INFO:root:Epoch[39] Evaluation metric 'epoch_loss'=6.460488
INFO:root:Epoch[40] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 45.45it/s, avg_epoch_loss=6.95]
INFO:root:Epoch[40] Elapsed time 2.202 seconds
INFO:root:Epoch[40] Evaluation metric 'epoch_loss'=6.951695
INFO:root:Epoch[41] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.73it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[41] Elapsed time 2.291 seconds
INFO:root:Epoch[41] Evaluation metric 'epoch_loss'=6.324203
INFO:root:Epoch[42] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.13it/s, avg_epoch_loss=6.62]
INFO:root:Epoch[42] Elapsed time 2.269 seconds
INFO:root:Epoch[42] Evaluation metric 'epoch_loss'=6.616806
INFO:root:Epoch[43] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.99it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[43] Elapsed time 2.277 seconds
INFO:root:Epoch[43] Evaluation metric 'epoch_loss'=6.407915
INFO:root:Epoch[44] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 45.20it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[44] Elapsed time 2.216 seconds
INFO:root:Epoch[44] Evaluation metric 'epoch_loss'=5.807706
INFO:root:Epoch[45] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.00it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[45] Elapsed time 2.275 seconds
INFO:root:Epoch[45] Evaluation metric 'epoch_loss'=5.910424
INFO:root:Epoch[46] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.02it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[46] Elapsed time 2.274 seconds
INFO:root:Epoch[46] Evaluation metric 'epoch_loss'=6.503395
INFO:root:Epoch[47] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 45.23it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[47] Elapsed time 2.213 seconds
INFO:root:Epoch[47] Evaluation metric 'epoch_loss'=6.829152
INFO:root:Loading parameters from best epoch (37)
INFO:root:Epoch[48] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 43.38it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[48] Elapsed time 2.307 seconds
INFO:root:Epoch[48] Evaluation metric 'epoch_loss'=6.446349
INFO:root:Epoch[49] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 43.58it/s, avg_epoch_loss=6.61]
INFO:root:Epoch[49] Elapsed time 2.296 seconds
INFO:root:Epoch[49] Evaluation metric 'epoch_loss'=6.610576
INFO:root:Epoch[50] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 44.20it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[50] Elapsed time 2.265 seconds
INFO:root:Epoch[50] Evaluation metric 'epoch_loss'=6.345866
INFO:root:Epoch[51] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 43.93it/s, avg_epoch_loss=6.02]
INFO:root:Epoch[51] Elapsed time 2.280 seconds
INFO:root:Epoch[51] Evaluation metric 'epoch_loss'=6.018532
INFO:root:Epoch[52] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 44.27it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[52] Elapsed time 2.262 seconds
INFO:root:Epoch[52] Evaluation metric 'epoch_loss'=5.742117
INFO:root:Epoch[53] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 43.58it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[53] Elapsed time 2.297 seconds
INFO:root:Epoch[53] Evaluation metric 'epoch_loss'=6.401413
INFO:root:Epoch[54] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 43.66it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[54] Elapsed time 2.292 seconds
INFO:root:Epoch[54] Evaluation metric 'epoch_loss'=6.867662
INFO:root:Epoch[55] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 44.45it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[55] Elapsed time 2.253 seconds
INFO:root:Epoch[55] Evaluation metric 'epoch_loss'=6.391658
INFO:root:Epoch[56] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 43.55it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[56] Elapsed time 2.300 seconds
INFO:root:Epoch[56] Evaluation metric 'epoch_loss'=6.529908
INFO:root:Epoch[57] Learning rate is 0.0005
100%|██████████| 100/100 [00:02<00:00, 44.04it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[57] Elapsed time 2.273 seconds
INFO:root:Epoch[57] Evaluation metric 'epoch_loss'=6.336740
INFO:root:Loading parameters from best epoch (37)
INFO:root:Epoch[58] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 44.16it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[58] Elapsed time 2.267 seconds
INFO:root:Epoch[58] Evaluation metric 'epoch_loss'=6.120871
INFO:root:Epoch[59] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 44.44it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[59] Elapsed time 2.254 seconds
INFO:root:Epoch[59] Evaluation metric 'epoch_loss'=5.671808
INFO:root:Epoch[60] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 44.07it/s, avg_epoch_loss=6.45]
INFO:root:Epoch[60] Elapsed time 2.271 seconds
INFO:root:Epoch[60] Evaluation metric 'epoch_loss'=6.450962
INFO:root:Epoch[61] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 44.40it/s, avg_epoch_loss=6.83]
INFO:root:Epoch[61] Elapsed time 2.256 seconds
INFO:root:Epoch[61] Evaluation metric 'epoch_loss'=6.832674
INFO:root:Epoch[62] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 44.20it/s, avg_epoch_loss=6.51]
INFO:root:Epoch[62] Elapsed time 2.265 seconds
INFO:root:Epoch[62] Evaluation metric 'epoch_loss'=6.510198
INFO:root:Epoch[63] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 42.94it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[63] Elapsed time 2.331 seconds
INFO:root:Epoch[63] Evaluation metric 'epoch_loss'=6.516424
INFO:root:Epoch[64] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 43.50it/s, avg_epoch_loss=6.43]
INFO:root:Epoch[64] Elapsed time 2.302 seconds
INFO:root:Epoch[64] Evaluation metric 'epoch_loss'=6.427791
INFO:root:Epoch[65] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 44.38it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[65] Elapsed time 2.255 seconds
INFO:root:Epoch[65] Evaluation metric 'epoch_loss'=6.151744
INFO:root:Epoch[66] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 44.89it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[66] Elapsed time 2.230 seconds
INFO:root:Epoch[66] Evaluation metric 'epoch_loss'=5.594824
INFO:root:Epoch[67] Learning rate is 0.00025
100%|██████████| 100/100 [00:02<00:00, 43.66it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[67] Elapsed time 2.292 seconds
INFO:root:Epoch[67] Evaluation metric 'epoch_loss'=6.366265
INFO:root:Loading parameters from best epoch (37)
INFO:root:Epoch[68] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 44.60it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[68] Elapsed time 2.244 seconds
INFO:root:Epoch[68] Evaluation metric 'epoch_loss'=6.795451
INFO:root:Epoch[69] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 44.40it/s, avg_epoch_loss=6.66]
INFO:root:Epoch[69] Elapsed time 2.254 seconds
INFO:root:Epoch[69] Evaluation metric 'epoch_loss'=6.660267
INFO:root:Epoch[70] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 43.26it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[70] Elapsed time 2.314 seconds
INFO:root:Epoch[70] Evaluation metric 'epoch_loss'=6.407063
INFO:root:Epoch[71] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 44.17it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[71] Elapsed time 2.266 seconds
INFO:root:Epoch[71] Evaluation metric 'epoch_loss'=6.502791
INFO:root:Epoch[72] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 43.72it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[72] Elapsed time 2.289 seconds
INFO:root:Epoch[72] Evaluation metric 'epoch_loss'=6.341093
INFO:root:Epoch[73] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 36.50it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[73] Elapsed time 2.742 seconds
INFO:root:Epoch[73] Evaluation metric 'epoch_loss'=5.575468
INFO:root:Epoch[74] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 40.37it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[74] Elapsed time 2.479 seconds
INFO:root:Epoch[74] Evaluation metric 'epoch_loss'=6.256841
INFO:root:Epoch[75] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 43.87it/s, avg_epoch_loss=6.55]
INFO:root:Epoch[75] Elapsed time 2.282 seconds
INFO:root:Epoch[75] Evaluation metric 'epoch_loss'=6.552120
INFO:root:Epoch[76] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 44.50it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[76] Elapsed time 2.250 seconds
INFO:root:Epoch[76] Evaluation metric 'epoch_loss'=6.922695
INFO:root:Epoch[77] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 42.65it/s, avg_epoch_loss=6.24]
INFO:root:Epoch[77] Elapsed time 2.347 seconds
INFO:root:Epoch[77] Evaluation metric 'epoch_loss'=6.243846
INFO:root:Epoch[78] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 43.82it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[78] Elapsed time 2.284 seconds
INFO:root:Epoch[78] Evaluation metric 'epoch_loss'=6.653167
INFO:root:Epoch[79] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 42.91it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[79] Elapsed time 2.334 seconds
INFO:root:Epoch[79] Evaluation metric 'epoch_loss'=6.405197
INFO:root:Epoch[80] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 44.35it/s, avg_epoch_loss=5.68]
INFO:root:Epoch[80] Elapsed time 2.257 seconds
INFO:root:Epoch[80] Evaluation metric 'epoch_loss'=5.679048
INFO:root:Epoch[81] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 43.51it/s, avg_epoch_loss=6.05]
INFO:root:Epoch[81] Elapsed time 2.301 seconds
INFO:root:Epoch[81] Evaluation metric 'epoch_loss'=6.049776
INFO:root:Epoch[82] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 43.58it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[82] Elapsed time 2.297 seconds
INFO:root:Epoch[82] Evaluation metric 'epoch_loss'=6.463693
INFO:root:Epoch[83] Learning rate is 0.000125
100%|██████████| 100/100 [00:02<00:00, 45.13it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[83] Elapsed time 2.218 seconds
INFO:root:Epoch[83] Evaluation metric 'epoch_loss'=6.894823
INFO:root:Loading parameters from best epoch (73)
INFO:root:Epoch[84] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 42.92it/s, avg_epoch_loss=6.34]
INFO:root:Epoch[84] Elapsed time 2.332 seconds
INFO:root:Epoch[84] Evaluation metric 'epoch_loss'=6.343722
INFO:root:Epoch[85] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 43.37it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[85] Elapsed time 2.308 seconds
INFO:root:Epoch[85] Evaluation metric 'epoch_loss'=6.560644
INFO:root:Epoch[86] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 43.37it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[86] Elapsed time 2.308 seconds
INFO:root:Epoch[86] Evaluation metric 'epoch_loss'=6.381300
INFO:root:Epoch[87] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 44.85it/s, avg_epoch_loss=5.91]
INFO:root:Epoch[87] Elapsed time 2.232 seconds
INFO:root:Epoch[87] Evaluation metric 'epoch_loss'=5.908151
INFO:root:Epoch[88] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 44.26it/s, avg_epoch_loss=5.8]
INFO:root:Epoch[88] Elapsed time 2.262 seconds
INFO:root:Epoch[88] Evaluation metric 'epoch_loss'=5.797330
INFO:root:Epoch[89] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 43.40it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[89] Elapsed time 2.307 seconds
INFO:root:Epoch[89] Evaluation metric 'epoch_loss'=6.442605
INFO:root:Epoch[90] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 44.32it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[90] Elapsed time 2.260 seconds
INFO:root:Epoch[90] Evaluation metric 'epoch_loss'=6.862847
INFO:root:Epoch[91] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 43.52it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[91] Elapsed time 2.300 seconds
INFO:root:Epoch[91] Evaluation metric 'epoch_loss'=6.460586
INFO:root:Epoch[92] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 43.17it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[92] Elapsed time 2.318 seconds
INFO:root:Epoch[92] Evaluation metric 'epoch_loss'=6.540979
INFO:root:Epoch[93] Learning rate is 6.25e-05
100%|██████████| 100/100 [00:02<00:00, 43.88it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[93] Elapsed time 2.282 seconds
INFO:root:Epoch[93] Evaluation metric 'epoch_loss'=6.334294
INFO:root:Loading parameters from best epoch (73)
INFO:root:Epoch[94] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.05it/s, avg_epoch_loss=6.08]
INFO:root:Epoch[94] Elapsed time 2.273 seconds
INFO:root:Epoch[94] Evaluation metric 'epoch_loss'=6.083454
INFO:root:Epoch[95] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.42it/s, avg_epoch_loss=5.75]
INFO:root:Epoch[95] Elapsed time 2.307 seconds
INFO:root:Epoch[95] Evaluation metric 'epoch_loss'=5.745057
INFO:root:Epoch[96] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.12it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[96] Elapsed time 2.323 seconds
INFO:root:Epoch[96] Evaluation metric 'epoch_loss'=6.411851
INFO:root:Epoch[97] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.65it/s, avg_epoch_loss=6.94]
INFO:root:Epoch[97] Elapsed time 2.242 seconds
INFO:root:Epoch[97] Evaluation metric 'epoch_loss'=6.935154
INFO:root:Epoch[98] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.18it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[98] Elapsed time 2.266 seconds
INFO:root:Epoch[98] Evaluation metric 'epoch_loss'=6.516901
INFO:root:Epoch[99] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.03it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[99] Elapsed time 2.327 seconds
INFO:root:Epoch[99] Evaluation metric 'epoch_loss'=6.498030
INFO:root:Epoch[100] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.38it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[100] Elapsed time 2.307 seconds
INFO:root:Epoch[100] Evaluation metric 'epoch_loss'=6.410534
INFO:root:Epoch[101] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.03it/s, avg_epoch_loss=6.16]
INFO:root:Epoch[101] Elapsed time 2.273 seconds
INFO:root:Epoch[101] Evaluation metric 'epoch_loss'=6.159621
INFO:root:Epoch[102] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.85it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[102] Elapsed time 2.231 seconds
INFO:root:Epoch[102] Evaluation metric 'epoch_loss'=5.638316
INFO:root:Epoch[103] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.83it/s, avg_epoch_loss=6.38]
INFO:root:Epoch[103] Elapsed time 2.337 seconds
INFO:root:Epoch[103] Evaluation metric 'epoch_loss'=6.382044
INFO:root:Epoch[104] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.02it/s, avg_epoch_loss=6.64]
INFO:root:Epoch[104] Elapsed time 2.275 seconds
INFO:root:Epoch[104] Evaluation metric 'epoch_loss'=6.642263
INFO:root:Epoch[105] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.59it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[105] Elapsed time 2.244 seconds
INFO:root:Epoch[105] Evaluation metric 'epoch_loss'=6.686047
INFO:root:Epoch[106] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.74it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[106] Elapsed time 2.342 seconds
INFO:root:Epoch[106] Evaluation metric 'epoch_loss'=6.360178
INFO:root:Epoch[107] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.41it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[107] Elapsed time 2.307 seconds
INFO:root:Epoch[107] Evaluation metric 'epoch_loss'=6.469967
INFO:root:Epoch[108] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.56it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[108] Elapsed time 2.298 seconds
INFO:root:Epoch[108] Evaluation metric 'epoch_loss'=6.387024
INFO:root:Epoch[109] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.62it/s, avg_epoch_loss=5.57]
INFO:root:Epoch[109] Elapsed time 2.294 seconds
INFO:root:Epoch[109] Evaluation metric 'epoch_loss'=5.569245
INFO:root:Epoch[110] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.49it/s, avg_epoch_loss=6.19]
INFO:root:Epoch[110] Elapsed time 2.301 seconds
INFO:root:Epoch[110] Evaluation metric 'epoch_loss'=6.188971
INFO:root:Epoch[111] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.40it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[111] Elapsed time 2.256 seconds
INFO:root:Epoch[111] Evaluation metric 'epoch_loss'=6.485877
INFO:root:Epoch[112] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.39it/s, avg_epoch_loss=6.96]
INFO:root:Epoch[112] Elapsed time 2.255 seconds
INFO:root:Epoch[112] Evaluation metric 'epoch_loss'=6.958134
INFO:root:Epoch[113] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.60it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[113] Elapsed time 2.349 seconds
INFO:root:Epoch[113] Evaluation metric 'epoch_loss'=6.298614
INFO:root:Epoch[114] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.35it/s, avg_epoch_loss=6.54]
INFO:root:Epoch[114] Elapsed time 2.257 seconds
INFO:root:Epoch[114] Evaluation metric 'epoch_loss'=6.542948
INFO:root:Epoch[115] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.63it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[115] Elapsed time 2.295 seconds
INFO:root:Epoch[115] Evaluation metric 'epoch_loss'=6.365581
INFO:root:Epoch[116] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.16it/s, avg_epoch_loss=5.67]
INFO:root:Epoch[116] Elapsed time 2.320 seconds
INFO:root:Epoch[116] Evaluation metric 'epoch_loss'=5.669055
INFO:root:Epoch[117] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.41it/s, avg_epoch_loss=6.07]
INFO:root:Epoch[117] Elapsed time 2.306 seconds
INFO:root:Epoch[117] Evaluation metric 'epoch_loss'=6.067146
INFO:root:Epoch[118] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.66it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[118] Elapsed time 2.346 seconds
INFO:root:Epoch[118] Evaluation metric 'epoch_loss'=6.472420
INFO:root:Epoch[119] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 45.44it/s, avg_epoch_loss=6.92]
INFO:root:Epoch[119] Elapsed time 2.204 seconds
INFO:root:Epoch[119] Evaluation metric 'epoch_loss'=6.917367
INFO:root:Epoch[120] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.04it/s, avg_epoch_loss=6.32]
INFO:root:Epoch[120] Elapsed time 2.326 seconds
INFO:root:Epoch[120] Evaluation metric 'epoch_loss'=6.317727
INFO:root:Epoch[121] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.92it/s, avg_epoch_loss=6.57]
INFO:root:Epoch[121] Elapsed time 2.281 seconds
INFO:root:Epoch[121] Evaluation metric 'epoch_loss'=6.566384
INFO:root:Epoch[122] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.42it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[122] Elapsed time 2.306 seconds
INFO:root:Epoch[122] Evaluation metric 'epoch_loss'=6.327384
INFO:root:Epoch[123] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.56it/s, avg_epoch_loss=5.88]
INFO:root:Epoch[123] Elapsed time 2.247 seconds
INFO:root:Epoch[123] Evaluation metric 'epoch_loss'=5.883835
INFO:root:Epoch[124] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.45it/s, avg_epoch_loss=5.83]
INFO:root:Epoch[124] Elapsed time 2.305 seconds
INFO:root:Epoch[124] Evaluation metric 'epoch_loss'=5.831903
INFO:root:Epoch[125] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.73it/s, avg_epoch_loss=6.48]
INFO:root:Epoch[125] Elapsed time 2.290 seconds
INFO:root:Epoch[125] Evaluation metric 'epoch_loss'=6.476148
INFO:root:Epoch[126] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.57it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[126] Elapsed time 2.245 seconds
INFO:root:Epoch[126] Evaluation metric 'epoch_loss'=6.867769
INFO:root:Epoch[127] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.00it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[127] Elapsed time 2.275 seconds
INFO:root:Epoch[127] Evaluation metric 'epoch_loss'=6.398957
INFO:root:Epoch[128] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.36it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[128] Elapsed time 2.308 seconds
INFO:root:Epoch[128] Evaluation metric 'epoch_loss'=6.527428
INFO:root:Epoch[129] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.26it/s, avg_epoch_loss=6.28]
INFO:root:Epoch[129] Elapsed time 2.261 seconds
INFO:root:Epoch[129] Evaluation metric 'epoch_loss'=6.282719
INFO:root:Epoch[130] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.05it/s, avg_epoch_loss=5.99]
INFO:root:Epoch[130] Elapsed time 2.273 seconds
INFO:root:Epoch[130] Evaluation metric 'epoch_loss'=5.985844
INFO:root:Epoch[131] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.60it/s, avg_epoch_loss=5.78]
INFO:root:Epoch[131] Elapsed time 2.244 seconds
INFO:root:Epoch[131] Evaluation metric 'epoch_loss'=5.777040
INFO:root:Epoch[132] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.62it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[132] Elapsed time 2.294 seconds
INFO:root:Epoch[132] Evaluation metric 'epoch_loss'=6.392559
INFO:root:Epoch[133] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 45.18it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[133] Elapsed time 2.215 seconds
INFO:root:Epoch[133] Evaluation metric 'epoch_loss'=6.840612
INFO:root:Epoch[134] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.71it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[134] Elapsed time 2.291 seconds
INFO:root:Epoch[134] Evaluation metric 'epoch_loss'=6.470600
INFO:root:Epoch[135] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.37it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[135] Elapsed time 2.362 seconds
INFO:root:Epoch[135] Evaluation metric 'epoch_loss'=6.459624
INFO:root:Epoch[136] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.19it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[136] Elapsed time 2.319 seconds
INFO:root:Epoch[136] Evaluation metric 'epoch_loss'=6.364959
INFO:root:Epoch[137] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.75it/s, avg_epoch_loss=6.15]
INFO:root:Epoch[137] Elapsed time 2.343 seconds
INFO:root:Epoch[137] Evaluation metric 'epoch_loss'=6.149333
INFO:root:Epoch[138] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.03it/s, avg_epoch_loss=5.64]
INFO:root:Epoch[138] Elapsed time 2.383 seconds
INFO:root:Epoch[138] Evaluation metric 'epoch_loss'=5.636616
INFO:root:Epoch[139] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.71it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[139] Elapsed time 2.343 seconds
INFO:root:Epoch[139] Evaluation metric 'epoch_loss'=6.412276
INFO:root:Epoch[140] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.55it/s, avg_epoch_loss=6.74]
INFO:root:Epoch[140] Elapsed time 2.247 seconds
INFO:root:Epoch[140] Evaluation metric 'epoch_loss'=6.743224
INFO:root:Epoch[141] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.88it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[141] Elapsed time 2.335 seconds
INFO:root:Epoch[141] Evaluation metric 'epoch_loss'=6.495911
INFO:root:Epoch[142] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.95it/s, avg_epoch_loss=6.36]
INFO:root:Epoch[142] Elapsed time 2.278 seconds
INFO:root:Epoch[142] Evaluation metric 'epoch_loss'=6.357136
INFO:root:Epoch[143] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.09it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[143] Elapsed time 2.270 seconds
INFO:root:Epoch[143] Evaluation metric 'epoch_loss'=6.444204
INFO:root:Epoch[144] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.10it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[144] Elapsed time 2.377 seconds
INFO:root:Epoch[144] Evaluation metric 'epoch_loss'=6.226670
INFO:root:Epoch[145] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.34it/s, avg_epoch_loss=5.55]
INFO:root:Epoch[145] Elapsed time 2.258 seconds
INFO:root:Epoch[145] Evaluation metric 'epoch_loss'=5.546506
INFO:root:Epoch[146] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.44it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[146] Elapsed time 2.304 seconds
INFO:root:Epoch[146] Evaluation metric 'epoch_loss'=6.262522
INFO:root:Epoch[147] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.81it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[147] Elapsed time 2.341 seconds
INFO:root:Epoch[147] Evaluation metric 'epoch_loss'=6.595861
INFO:root:Epoch[148] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.26it/s, avg_epoch_loss=6.69]
INFO:root:Epoch[148] Elapsed time 2.262 seconds
INFO:root:Epoch[148] Evaluation metric 'epoch_loss'=6.690394
INFO:root:Epoch[149] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.01it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[149] Elapsed time 2.329 seconds
INFO:root:Epoch[149] Evaluation metric 'epoch_loss'=6.249673
INFO:root:Epoch[150] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.11it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[150] Elapsed time 2.379 seconds
INFO:root:Epoch[150] Evaluation metric 'epoch_loss'=6.496982
INFO:root:Epoch[151] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 34.93it/s, avg_epoch_loss=6.37]
INFO:root:Epoch[151] Elapsed time 2.864 seconds
INFO:root:Epoch[151] Evaluation metric 'epoch_loss'=6.373987
INFO:root:Epoch[152] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.14it/s, avg_epoch_loss=5.58]
INFO:root:Epoch[152] Elapsed time 2.376 seconds
INFO:root:Epoch[152] Evaluation metric 'epoch_loss'=5.583471
INFO:root:Epoch[153] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.05it/s, avg_epoch_loss=6.22]
INFO:root:Epoch[153] Elapsed time 2.328 seconds
INFO:root:Epoch[153] Evaluation metric 'epoch_loss'=6.216764
INFO:root:Epoch[154] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.88it/s, avg_epoch_loss=6.47]
INFO:root:Epoch[154] Elapsed time 2.335 seconds
INFO:root:Epoch[154] Evaluation metric 'epoch_loss'=6.471660
INFO:root:Epoch[155] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 45.56it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[155] Elapsed time 2.199 seconds
INFO:root:Epoch[155] Evaluation metric 'epoch_loss'=6.856088
INFO:root:Epoch[156] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.53it/s, avg_epoch_loss=6.23]
INFO:root:Epoch[156] Elapsed time 2.356 seconds
INFO:root:Epoch[156] Evaluation metric 'epoch_loss'=6.228912
INFO:root:Epoch[157] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.20it/s, avg_epoch_loss=6.52]
INFO:root:Epoch[157] Elapsed time 2.318 seconds
INFO:root:Epoch[157] Evaluation metric 'epoch_loss'=6.522950
INFO:root:Epoch[158] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.10it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[158] Elapsed time 2.323 seconds
INFO:root:Epoch[158] Evaluation metric 'epoch_loss'=6.327358
INFO:root:Epoch[159] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.08it/s, avg_epoch_loss=5.65]
INFO:root:Epoch[159] Elapsed time 2.325 seconds
INFO:root:Epoch[159] Evaluation metric 'epoch_loss'=5.647992
INFO:root:Epoch[160] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.21it/s, avg_epoch_loss=6.03]
INFO:root:Epoch[160] Elapsed time 2.319 seconds
INFO:root:Epoch[160] Evaluation metric 'epoch_loss'=6.028587
INFO:root:Epoch[161] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.76it/s, avg_epoch_loss=6.41]
INFO:root:Epoch[161] Elapsed time 2.343 seconds
INFO:root:Epoch[161] Evaluation metric 'epoch_loss'=6.414405
INFO:root:Epoch[162] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.46it/s, avg_epoch_loss=6.87]
INFO:root:Epoch[162] Elapsed time 2.253 seconds
INFO:root:Epoch[162] Evaluation metric 'epoch_loss'=6.865751
INFO:root:Epoch[163] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.15it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[163] Elapsed time 2.376 seconds
INFO:root:Epoch[163] Evaluation metric 'epoch_loss'=6.251486
INFO:root:Epoch[164] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.48it/s, avg_epoch_loss=6.5]
INFO:root:Epoch[164] Elapsed time 2.358 seconds
INFO:root:Epoch[164] Evaluation metric 'epoch_loss'=6.501586
INFO:root:Epoch[165] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.91it/s, avg_epoch_loss=6.3]
INFO:root:Epoch[165] Elapsed time 2.335 seconds
INFO:root:Epoch[165] Evaluation metric 'epoch_loss'=6.299838
INFO:root:Epoch[166] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.67it/s, avg_epoch_loss=5.79]
INFO:root:Epoch[166] Elapsed time 2.294 seconds
INFO:root:Epoch[166] Evaluation metric 'epoch_loss'=5.789365
INFO:root:Epoch[167] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.09it/s, avg_epoch_loss=5.81]
INFO:root:Epoch[167] Elapsed time 2.270 seconds
INFO:root:Epoch[167] Evaluation metric 'epoch_loss'=5.812788
INFO:root:Epoch[168] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 41.72it/s, avg_epoch_loss=6.39]
INFO:root:Epoch[168] Elapsed time 2.401 seconds
INFO:root:Epoch[168] Evaluation metric 'epoch_loss'=6.390033
INFO:root:Epoch[169] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.59it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[169] Elapsed time 2.352 seconds
INFO:root:Epoch[169] Evaluation metric 'epoch_loss'=6.792102
INFO:root:Epoch[170] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 40.54it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[170] Elapsed time 2.471 seconds
INFO:root:Epoch[170] Evaluation metric 'epoch_loss'=6.291163
INFO:root:Epoch[171] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 40.39it/s, avg_epoch_loss=6.53]
INFO:root:Epoch[171] Elapsed time 2.478 seconds
INFO:root:Epoch[171] Evaluation metric 'epoch_loss'=6.529970
INFO:root:Epoch[172] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.13it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[172] Elapsed time 2.269 seconds
INFO:root:Epoch[172] Evaluation metric 'epoch_loss'=6.252465
INFO:root:Epoch[173] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 42.26it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[173] Elapsed time 2.370 seconds
INFO:root:Epoch[173] Evaluation metric 'epoch_loss'=5.953671
INFO:root:Epoch[174] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.22it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[174] Elapsed time 2.318 seconds
INFO:root:Epoch[174] Evaluation metric 'epoch_loss'=5.736200
INFO:root:Epoch[175] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.11it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[175] Elapsed time 2.323 seconds
INFO:root:Epoch[175] Evaluation metric 'epoch_loss'=6.346635
INFO:root:Epoch[176] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.01it/s, avg_epoch_loss=6.73]
INFO:root:Epoch[176] Elapsed time 2.277 seconds
INFO:root:Epoch[176] Evaluation metric 'epoch_loss'=6.728758
INFO:root:Epoch[177] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 40.86it/s, avg_epoch_loss=6.4]
INFO:root:Epoch[177] Elapsed time 2.451 seconds
INFO:root:Epoch[177] Evaluation metric 'epoch_loss'=6.404143
INFO:root:Epoch[178] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 41.07it/s, avg_epoch_loss=6.44]
INFO:root:Epoch[178] Elapsed time 2.437 seconds
INFO:root:Epoch[178] Evaluation metric 'epoch_loss'=6.441049
INFO:root:Epoch[179] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.09it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[179] Elapsed time 2.322 seconds
INFO:root:Epoch[179] Evaluation metric 'epoch_loss'=6.332558
INFO:root:Epoch[180] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.02it/s, avg_epoch_loss=6.12]
INFO:root:Epoch[180] Elapsed time 2.328 seconds
INFO:root:Epoch[180] Evaluation metric 'epoch_loss'=6.120449
INFO:root:Epoch[181] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.86it/s, avg_epoch_loss=5.59]
INFO:root:Epoch[181] Elapsed time 2.231 seconds
INFO:root:Epoch[181] Evaluation metric 'epoch_loss'=5.587830
INFO:root:Epoch[182] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.58it/s, avg_epoch_loss=6.31]
INFO:root:Epoch[182] Elapsed time 2.296 seconds
INFO:root:Epoch[182] Evaluation metric 'epoch_loss'=6.313345
INFO:root:Epoch[183] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.27it/s, avg_epoch_loss=6.58]
INFO:root:Epoch[183] Elapsed time 2.263 seconds
INFO:root:Epoch[183] Evaluation metric 'epoch_loss'=6.581339
INFO:root:Epoch[184] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 41.80it/s, avg_epoch_loss=6.63]
INFO:root:Epoch[184] Elapsed time 2.397 seconds
INFO:root:Epoch[184] Evaluation metric 'epoch_loss'=6.633862
INFO:root:Epoch[185] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.16it/s, avg_epoch_loss=6.25]
INFO:root:Epoch[185] Elapsed time 2.319 seconds
INFO:root:Epoch[185] Evaluation metric 'epoch_loss'=6.245160
INFO:root:Epoch[186] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.23it/s, avg_epoch_loss=6.35]
INFO:root:Epoch[186] Elapsed time 2.315 seconds
INFO:root:Epoch[186] Evaluation metric 'epoch_loss'=6.349630
INFO:root:Epoch[187] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.55it/s, avg_epoch_loss=6.29]
INFO:root:Epoch[187] Elapsed time 2.300 seconds
INFO:root:Epoch[187] Evaluation metric 'epoch_loss'=6.294404
INFO:root:Epoch[188] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.33it/s, avg_epoch_loss=5.52]
INFO:root:Epoch[188] Elapsed time 2.259 seconds
INFO:root:Epoch[188] Evaluation metric 'epoch_loss'=5.515583
INFO:root:Epoch[189] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.37it/s, avg_epoch_loss=6.17]
INFO:root:Epoch[189] Elapsed time 2.308 seconds
INFO:root:Epoch[189] Evaluation metric 'epoch_loss'=6.166803
INFO:root:Epoch[190] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.20it/s, avg_epoch_loss=6.46]
INFO:root:Epoch[190] Elapsed time 2.265 seconds
INFO:root:Epoch[190] Evaluation metric 'epoch_loss'=6.456519
INFO:root:Epoch[191] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 45.39it/s, avg_epoch_loss=6.8]
INFO:root:Epoch[191] Elapsed time 2.206 seconds
INFO:root:Epoch[191] Evaluation metric 'epoch_loss'=6.804659
INFO:root:Epoch[192] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 41.71it/s, avg_epoch_loss=6.11]
INFO:root:Epoch[192] Elapsed time 2.399 seconds
INFO:root:Epoch[192] Evaluation metric 'epoch_loss'=6.107056
INFO:root:Epoch[193] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 44.18it/s, avg_epoch_loss=6.49]
INFO:root:Epoch[193] Elapsed time 2.266 seconds
INFO:root:Epoch[193] Evaluation metric 'epoch_loss'=6.492634
INFO:root:Epoch[194] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 41.49it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[194] Elapsed time 2.412 seconds
INFO:root:Epoch[194] Evaluation metric 'epoch_loss'=6.266689
INFO:root:Epoch[195] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 45.14it/s, avg_epoch_loss=5.62]
INFO:root:Epoch[195] Elapsed time 2.218 seconds
INFO:root:Epoch[195] Evaluation metric 'epoch_loss'=5.622918
INFO:root:Epoch[196] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.24it/s, avg_epoch_loss=5.93]
INFO:root:Epoch[196] Elapsed time 2.315 seconds
INFO:root:Epoch[196] Evaluation metric 'epoch_loss'=5.933618
INFO:root:Epoch[197] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.08it/s, avg_epoch_loss=6.33]
INFO:root:Epoch[197] Elapsed time 2.324 seconds
INFO:root:Epoch[197] Evaluation metric 'epoch_loss'=6.329811
INFO:root:Epoch[198] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 45.73it/s, avg_epoch_loss=6.89]
INFO:root:Epoch[198] Elapsed time 2.189 seconds
INFO:root:Epoch[198] Evaluation metric 'epoch_loss'=6.892816
INFO:root:Epoch[199] Learning rate is 5e-05
100%|██████████| 100/100 [00:02<00:00, 43.58it/s, avg_epoch_loss=6.21]
INFO:root:Epoch[199] Elapsed time 2.298 seconds
INFO:root:Epoch[199] Evaluation metric 'epoch_loss'=6.207233
INFO:root:Loading parameters from best epoch (188)
INFO:root:Final loss: 5.515583128929138 (occurred at epoch 188)
INFO:root:End model training
Running evaluation: 100%|██████████| 23000/23000 [05:17<00:00, 72.47it/s]
INFO:root:using dataset already processed in path /home/ec2-user/.mxnet/gluon-ts/datasets/m4_yearly.
INFO:root:Start model training
INFO:root:Epoch[0] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]INFO:root:Number of parameters in DeepARTrainingNetwork: 1179723
       MASE     sMAPE       MSIS  wQuantileLoss[0.5]  wQuantileLoss[0.9]  \
0  3.270628  0.139875  49.593095            0.135323            0.082894   

   seed  epochs  num_batches  
0    44     200          100  
Seed: 45
100%|██████████| 100/100 [00:02<00:00, 42.65it/s, avg_epoch_loss=8.23]
INFO:root:Epoch[0] Elapsed time 2.349 seconds
INFO:root:Epoch[0] Evaluation metric 'epoch_loss'=8.233063
INFO:root:Epoch[1] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.64it/s, avg_epoch_loss=6.9]
INFO:root:Epoch[1] Elapsed time 2.242 seconds
INFO:root:Epoch[1] Evaluation metric 'epoch_loss'=6.902963
INFO:root:Epoch[2] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 42.08it/s, avg_epoch_loss=6.91]
INFO:root:Epoch[2] Elapsed time 2.378 seconds
INFO:root:Epoch[2] Evaluation metric 'epoch_loss'=6.910196
INFO:root:Epoch[3] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.09it/s, avg_epoch_loss=7.24]
INFO:root:Epoch[3] Elapsed time 2.324 seconds
INFO:root:Epoch[3] Evaluation metric 'epoch_loss'=7.236241
INFO:root:Epoch[4] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.34it/s, avg_epoch_loss=7.38]
INFO:root:Epoch[4] Elapsed time 2.257 seconds
INFO:root:Epoch[4] Evaluation metric 'epoch_loss'=7.384155
INFO:root:Epoch[5] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.50it/s, avg_epoch_loss=6.85]
INFO:root:Epoch[5] Elapsed time 2.302 seconds
INFO:root:Epoch[5] Evaluation metric 'epoch_loss'=6.847173
INFO:root:Epoch[6] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.21it/s, avg_epoch_loss=7.1]
INFO:root:Epoch[6] Elapsed time 2.316 seconds
INFO:root:Epoch[6] Evaluation metric 'epoch_loss'=7.102286
INFO:root:Epoch[7] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 42.77it/s, avg_epoch_loss=6.86]
INFO:root:Epoch[7] Elapsed time 2.342 seconds
INFO:root:Epoch[7] Evaluation metric 'epoch_loss'=6.855296
INFO:root:Epoch[8] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.64it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[8] Elapsed time 2.295 seconds
INFO:root:Epoch[8] Evaluation metric 'epoch_loss'=6.204747
INFO:root:Epoch[9] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.18it/s, avg_epoch_loss=6.26]
INFO:root:Epoch[9] Elapsed time 2.318 seconds
INFO:root:Epoch[9] Evaluation metric 'epoch_loss'=6.255728
INFO:root:Epoch[10] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.05it/s, avg_epoch_loss=6.84]
INFO:root:Epoch[10] Elapsed time 2.272 seconds
INFO:root:Epoch[10] Evaluation metric 'epoch_loss'=6.839156
INFO:root:Epoch[11] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.87it/s, avg_epoch_loss=7.07]
INFO:root:Epoch[11] Elapsed time 2.232 seconds
INFO:root:Epoch[11] Evaluation metric 'epoch_loss'=7.074414
INFO:root:Epoch[12] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.80it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[12] Elapsed time 2.287 seconds
INFO:root:Epoch[12] Evaluation metric 'epoch_loss'=6.670115
INFO:root:Epoch[13] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 41.38it/s, avg_epoch_loss=6.81]
INFO:root:Epoch[13] Elapsed time 2.420 seconds
INFO:root:Epoch[13] Evaluation metric 'epoch_loss'=6.810653
INFO:root:Epoch[14] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.64it/s, avg_epoch_loss=6.65]
INFO:root:Epoch[14] Elapsed time 2.295 seconds
INFO:root:Epoch[14] Evaluation metric 'epoch_loss'=6.650828
INFO:root:Epoch[15] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.64it/s, avg_epoch_loss=6.2]
INFO:root:Epoch[15] Elapsed time 2.295 seconds
INFO:root:Epoch[15] Evaluation metric 'epoch_loss'=6.204267
INFO:root:Epoch[16] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.06it/s, avg_epoch_loss=5.95]
INFO:root:Epoch[16] Elapsed time 2.271 seconds
INFO:root:Epoch[16] Evaluation metric 'epoch_loss'=5.951035
INFO:root:Epoch[17] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.84it/s, avg_epoch_loss=6.68]
INFO:root:Epoch[17] Elapsed time 2.283 seconds
INFO:root:Epoch[17] Evaluation metric 'epoch_loss'=6.682723
INFO:root:Epoch[18] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.37it/s, avg_epoch_loss=7.01]
INFO:root:Epoch[18] Elapsed time 2.255 seconds
INFO:root:Epoch[18] Evaluation metric 'epoch_loss'=7.008844
INFO:root:Epoch[19] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.64it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[19] Elapsed time 2.243 seconds
INFO:root:Epoch[19] Evaluation metric 'epoch_loss'=6.671038
INFO:root:Epoch[20] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.78it/s, avg_epoch_loss=6.67]
INFO:root:Epoch[20] Elapsed time 2.286 seconds
INFO:root:Epoch[20] Evaluation metric 'epoch_loss'=6.666407
INFO:root:Epoch[21] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.34it/s, avg_epoch_loss=6.6]
INFO:root:Epoch[21] Elapsed time 2.257 seconds
INFO:root:Epoch[21] Evaluation metric 'epoch_loss'=6.600556
INFO:root:Epoch[22] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.27it/s, avg_epoch_loss=6.27]
INFO:root:Epoch[22] Elapsed time 2.263 seconds
INFO:root:Epoch[22] Evaluation metric 'epoch_loss'=6.268798
INFO:root:Epoch[23] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.77it/s, avg_epoch_loss=5.74]
INFO:root:Epoch[23] Elapsed time 2.236 seconds
INFO:root:Epoch[23] Evaluation metric 'epoch_loss'=5.744578
INFO:root:Epoch[24] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 43.47it/s, avg_epoch_loss=6.56]
INFO:root:Epoch[24] Elapsed time 2.303 seconds
INFO:root:Epoch[24] Evaluation metric 'epoch_loss'=6.560292
INFO:root:Epoch[25] Learning rate is 0.001
100%|██████████| 100/100 [00:02<00:00, 44.16it/s, avg_epoch_loss=6.79]
INFO:root:Epoch[25] Elapsed time 2.268 seconds
INFO:root:Epoch[25] Evaluation metric 'epoch_loss'=6.792644
INFO:root:Epoch[26] Learning rate is 0.001
  0%|          | 0/100 [00:00<?, ?it/s]
In [ ]:
!jupyter nbconvert --output-dir="../html_outputs" --to html gluonts-use_multiple_static_feats.ipynb

m4_quarterly

In [ ]:
results = pd.DataFrame()

for i in range(42, 52):
    print("Seed:", i)
    df = deepar(data="m4_quarterly", seed=i, epochs=100, batches=100)
    pprint(df)
    results = results.append(df)

results
In [ ]:
results = pd.DataFrame()

for i in range(42, 52):
    print("Seed:", i)
    df = deepar(data="m4_yearly", seed=i, epochs=100, batches=100)
    pprint(df)
    results = results.append(df)

results
In [ ]:
!jupyter nbconvert --output-dir="../html_outputs" --to html gluonts-use_multiple_static_feats.ipynb

m4_hourly

In [ ]:
results = pd.DataFrame()

for i in range(42, 52):
    print("Seed:", i)
    df = deepar(data="m4_hourly", seed=i, epochs=100, batches=100)
    pprint(df)
    results = results.append(df)

results
In [ ]:
results = pd.DataFrame()

for i in range(42, 52):
    print("Seed:", i)
    df = deepar(data="m4_hourly", seed=i, epochs=200, batches=100)
    pprint(df)
    results = results.append(df)

results
In [ ]:
!jupyter nbconvert --output-dir="../html_outputs" --to html gluonts-use_multiple_static_feats.ipynb
In [ ]: